{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e92a7685-dc59-4651-80ec-33db2b65dc0f",
   "metadata": {},
   "source": [
    "Chapter 14\n",
    "# 完全图\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57ace63c-197a-4647-94c5-04ace1c6856c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0248556a-8d64-41ea-bab1-fb0e28ab5109",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m4Pr163Ts2BEvLy/69u2rdJwU8ccRCm9vb44ePUratGmVjiUEIIUskpher+fq1auGl6JPnTqFSqWiRo0aTJw4EbVaTYkSJZSOafHevXuHVqslb968Rj8akdSsra3Zvn07NWvWZNCgQSxcuFDpSEIAUsgiCcTHx3PixAlDCf/+++9kzJgRV1dX1qxZQ7Nmzcz6bNLUJI5G3Lx5k/DwcIuclXR2dmbevHn06tULFxcXWrVqpXQkIaSQxbd5+/Yte/fuNZwHP336lNy5c6NWq5kzZw4NGjQgQ4YMSscUf2HlypWsX7+eDRs2UK5cOaXjKKZHjx6EhYXh5+dHhQoVZIRCKE4KWXyx6Ohow3nw/v37+fjxI2XKlKFr165oNBqqVKmClZWV0jHFPzh79ix9+vShe/futG3bVuk4ilKpVKxYsYLz58+j1WqJiIiQ0RGhKClk8bf0ej1XrlwxvBQdHh6OlZUVtWrVYsqUKajVaooVK6Z0TPGFnj9/jlarpUKFCsybN0/pOEYhcYSiSpUqdO3alU2bNlnUebowLlLI4k8+f/5MWFiYoYRv3rxJpkyZaNKkCT179qRZs2ZYW1srHVN8pcTRiJcvX3Lo0CGTHo1IaqVKlWLVqlW0atUKFxcXevXqpXQkYaGkkAWvX79mz549BAcHExISwrNnz8ibNy9qtZqFCxdSr1490qdPr3RM8R2mT5/Ozp072blzJ4UKFVI6jtFp2bIlYWFhDBgwgMqVK1O1alWlIwkLJIVsoaKioggODiY4OJgDBw7w6dMnypcvT48ePdBoNDg5Ocl5sJk4dOgQo0aNYuTIkTRr1kzpOEZr1qxZnD59Gi8vLxmhEIqQQrYQer2eS5cuGV6KPn36NKlSpaJ27dpMnz4dtVpNkSJFlI4pktjDhw9p1aoV9erVY/z48UrHMWqJIxSOjo60bduWkJAQuWmNSFFSyGYsLi6OY8eOGZ4J3759m8yZM9O0aVP69etH06ZNyZkzp9IxRTKJi4ujVatWpEmTxmxHI5Ja/vz5DSMUkydPZsyYMUpHEhZECtnMvHr1it27dxvOg1+8eEG+fPlQq9VoNBrq1q0rb+ixEMOHD+fUqVMcOXJEhjq+QqNGjRg3bhzjxo2jWrVqNG7cWOlIwkJIIZuBBw8eGKYLDx06RFxcHBUrVqRPnz5oNBocHR3loxwW5qeffmL27NnMnTuXGjVqKB3H5IwaNYqTJ0/SunVrzp07R/78+ZWOJCyAFLIJ0uv1XLx4EZ1Oh06nIzIyktSpU1OnTh1mz56Nh4eHvJPWgv3+++907NgRrVZLv379lI5jkqysrNi4cSMODg54eXnJCIVIEVLIJiIuLo4jR44YzoPv3r1L1qxZadq0KYMHD6Zp06Zkz55d6ZhCYe/evcPT05M8efKwevVqeWXkO1hbWxMYGEjNmjUZPHgwCxYsUDqSMHNSyEbs5cuXhIaGotPpCA0N5eXLl+TPn99wHlynTh35V7sw0Ov19OzZkxs3bljsaERSc3Z2Zu7cufTu3ZsaNWrICIVIVlLIRubevXuG8+DDhw/z+fNnHBwcGDBgAGq1mkqVKsmzHvGXVq9ezbp161i/fj3ly5dXOo7Z6Nmzp2GEomLFipQuXVrpSMJMSSErTK/Xc+7cOUMJnz9/njRp0lC3bl3mzZuHh4cHBQoUUDqmMHKRkZH07t2bbt264evrq3Qcs/LHEQpPT08ZoRDJRgpZAZ8+feLw4cOG8+D79++TLVs23NzcGDZsGE2aNCFbtmxKxxQmInE0oly5cjIakUwyZ85sGKHo1q0bGzdulFeqRJKTQk4hz58//9N58OvXrylYsCA//PADarWa2rVrkyZNGqVjChOTkJBA+/btefHiBQcOHJB7jiej0qVLs2rVKnx8fHBxcaFnz55KRxJmRgo5Gd25c8fwUvTRo0f5/PkzTk5ODBkyBLVaTYUKFeRf2eK7zJgxgx07drBz504KFy6sdByz16pVK8LCwujfvz+VK1fG2dlZ6UjCjEghJyG9Xs/Zs2cN94u+ePEiadKkoX79+ixYsAAPDw/s7e2VjinMxKFDhxg5ciQjRoyQ0YgUNHv27D+NUMgcqUgqUsjf6ePHjxw6dMhQwlFRUeTIkYNmzZoxatQoXF1d5eMnIslFRUXRqlUr6taty4QJE5SOY1H+aoRCltFEUpBC/gbPnj1j165d6HQ6du/ezZs3byhcuDDe3t6o1Wpq1qwp58Ei2SSORqROnZotW7bIaIQCChQowObNm2nSpAmTJ09m9OjRSkcSZkAK+QvdunXL8Cz42LFjxMfH4+zszLBhw9BoNJQtW1bOg0WKGDFiBCdOnJDRCIU1btyYsWPHMnbsWKpVq0ajRo2UjiRMnBTy30hISODMmTOGEr506RLp0qWjQYMGLF68GA8PD+zs7JSOKSzMzz//zKxZs5g9ezYuLi5Kx7F4o0ePNoxQREZGygiF+C5SyH/w4cMHDh48iE6nY8eOHURHR5MzZ07c3d0ZN24crq6uckMAoZjff/+dDh064OnpyYABA5SOI/j/IxSOjo54e3tz5MgRuZ2t+GYWX8ixsbGEhIQQHBzMnj17ePv2LUWLFsXHxweNRkONGjVIndri/2cSCnv37h1arZbcuXOzZs0aOR4xIjY2Nmzfvp1atWoxZMgQ5s+fr3QkYaIssmlu3LhheCn6+PHjJCQkUK1aNUaOHIlGo6F06dLyA08Yld69e/P777/LaISRqlq1KnPmzKFPnz7UqFGDli1bKh1JmCCTLuSEBD07LkaxOeIeD56/wz5HRlo7F8Cjgh1WVqo//LoEIiIiDPvBv/32G+nTp6dhw4YsX74cd3d38uTJo+B3IsTfW716NWvXrmXdunUyGmHEevXq9acRilKlSikdSZgYky3khAQ9/beeI/hiNFYqSNBD9MsPhN9+xoGrT5iqLsnBAwcIDg5mx44dPH78GBsbG9zd3ZkyZQqNGjUiU6ZMSn8bQvyjc+fO0atXL7p27Uq7du2UjiP+gUqlYuXKlTg7O6PVagkPD5efMeKrmGwh77gYRfDFaOA/ZfzH/wZfiGLj9KE8P7+P4sWL4+vri0ajoXr16vKZTWEyXrx4gVarpWzZsnIuaSL+e4Riw4YNcvwlvpjJFvLmiHuGZ8b/Q59AqWZ+rNmyQF42EiYpcTTi2bNn7N+/X0YjTEjp0qVZuXIlrVu3xsXFhR49eigdSZgIky3kB8/f/XUZA6iseK1PK3fLEiZr5syZhuMWGY0wPT4+Pn8aoahSpYrSkYQJMNkbsNrnyIjV370SpE8g9u41ihUrRrly5RgxYgTh4eEkJCSkaEYhvsXhw4cZMWIEw4cPx93dXek44hvNnj2bSpUqodVqefr0qdJxhAkw2UJu7VzgH58hz+/jRVBQEJUrV2bFihVUq1aNfPny0bVrV0JCQnj//n2K5hXiS0RHR9OqVSvq1KkjoxEmLl26dGzfvp23b9/i6+srTwjEvzLZQvaoYIe64n9uXZn4TSQ+YVbdO0ujkjlp0aIFP/74I48ePeLo0aO0adOGQ4cO4e7ujo2NjeF6bGysIt+DEH/0+fNnWrVqhZWVFVu2bJEb0piBAgUKsGnTJnbv3s2UKVOUjiOMnMkWspWVinnelZjfshKlbdPy+eUTytimZUTdvDzbOQe/zp3R6//zFDp16tTUqlWLWbNmcf36da5cucLo0aN59OgRnTp1Infu3NSuXZtZs2bx+++/K/ydCUs1YsQIwsLC2Lp1K7lz51Y6jkgirq6ujBkzhjFjxrB//36l4whjpv8CL1++1AP6ly9ffskvT3Fnz57VA/qzZ8/q9Xq9/ueff9YD+tmzZ//r742OjtavXLlS7+HhoU+fPr0e0JcuXVo/dOhQ/YkTJ/Tx8fHJHV8Iw5/ZWbNmKR0lxfz331tz9vnzZ33jxo31NjY2+vv37ysdR6SwL+1Qk32G/E+aN2/OkCFD8Pf35/jx4//4a/PkyYOfnx/BwcHExsbyyy+/UK1aNdasWUONGjXImzev4fq7d+9S6DsQluTGjRu0b9+eFi1aMHDgQKXjiGSQKlUqNm3aRPr06fH29ubTp09KRxJGyCwLGWDKlCm4uLjg7e3N48ePv+j3ZMqUCY1Gw5o1a4iOjub48eO0b9+e48ePo9FosLGxoXnz5qxZs4YnT54k83cgLMH79+/RarXkypVLRiPMXOIIxZkzZ/D391c6jjBCZlvIqVOnJiAggISEBHx8fPj8+fNX/f5UqVLh4uLCjBkzuHr1KlevXmXcuHHExsbi5+dHnjx5DNevXbuWTN+FMHe9e/fm+vXrBAUFkS1bNqXjiGRWrVo1Zs+ezfz589m+fbvScYSRMdtCBsibNy9bt27l6NGjjBkz5ru+VsmSJQ0vgT969IjVq1dja2vLuHHjKFWq1J+ux8fHJ9F3IMzZmjVrWLNmDUuXLqVChQpKxxEppHfv3rRq1YpOnTrJP+bFn5h1IQPUqVOHKVOmMHXqVHbu3JkkXzNXrlx07NiRX375hdjYWIKDg6lVqxbr1q2jVq1a5M2bl06dOvHLL7/w9u3bJHlMYV7Onz9Pr1696NKlC+3bt1c6jkhBiSMU9vb2eHp6ys8IYWD2hQwwZMgQ1Go1vr6+3L59O0m/dsaMGfHw8GDVqlVER0dz4sQJOnfuzKlTp/jhhx+wsbExXP/Ss2xh3l68eIGnpyelS5dmwYIFSscRCkgcobh9+zbdu3c3fERTWDaLKGSVSsW6devImTMnWq2WDx8+JMvjWFlZUb16daZOncqVK1e4fv06kyZN4uXLl3Tr1o28efNSvXp1pk2bxpUrV+QvoQXS6/V06NCBZ8+eERgYKKMRFqxMmTKsXLmSjRs3snz5cqXjCCNgEYUMkD17dgIDA7l8+TL9+vVLkccsXrw4gwYN4ujRozx+/Ji1a9eSN29eJk6cSNmyZSlRogSDBw/m6NGjX/2mM2GaZs2ahU6nY/369RQpUkTpOEJhrVu3pmfPnvTr148zZ84oHUcozGIKGcDBwYHFixezYsUK1q9fn6KPbWNjQ/v27fnpp594+vQpO3fupF69emzatIk6deqQJ08ew/U3b96kaDaRMo4ePcrw4cMZNmwYHh4eSscRRmLOnDmGEYpnz54pHUcoyKIKGaBz58507NiR7t278+uvvyqSIX369DRr1owVK1bw8OFDTp06Rbdu3Th79iyenp7Y2NgYrkdHRyuSUSSt6OhoWrZsSe3atZk4caLScYQRSZcuHdu2beP169cyQmHhLK6QARYvXkzx4sXx9PTk1atXimaxsrKiatWqTJ48mUuXLnHjxg2mTp3K27dv6dGjB3Z2dlStWpUpU6Zw6dIlOXc2QYmjESqVis2bN8tohPgfBQsWZNOmTYSGhjJ16lSl4wiFWGQhZ8iQgaCgIB4/fkynTp2MquSKFi3KgAEDOHz4ME+ePGH9+vUUKFCAqVOnUr58eYoVK2a4LufOpmHkyJGG0Yg8efIoHUcYqSZNmjB69GjGjBnDgQMHlI4jFGCRhQxQrFgxfvzxR4KCgpg3b57Scf6StbU1vr6+bN++nZiYGHbt2kXjxo3Ztm0b9erVI1euXPj6+hIYGMjr16+Vjiv+gk6nY8aMGUybNo1atWopHUcYuTFjxtCgQQN8fHx4+PCh0nFECrPYQgb44YcfGDx4MP7+/oSFhSkd5x+lT5+epk2bsnTpUu7fv09ERAS9evXiwoULeHl5YWNjY7guf5GNw82bN2nfvj0//PADgwYNUjqOMAGJIxTp0qXD29ubuLg4pSOJFGTRhQwwdepUqlevjre3t8kMRlhZWVGlShUmTpzIxYsXuXXrFjNmzODTp0/06dMHe3v7P103ppfkLUXiaIStrS1r166V0QjxxWxtbdm2bRsREREMHTpU6TgiBVl8IadOnZqtW7cSHx+Pj4+PSd6HunDhwvTr148DBw4QExPDxo0bKVKkCDNnzqRixYoUKVKEfv36cfDgQfkXdwrp06cPV69eJTAwUEYjxFerXr06s2fPZu7cuQQGBiodR6QQiy9k+M8IRUBAAIcPH2bs2LFKx/kuOXLkoE2bNmzdupWYmBj27NmDm5sbP/30Ew0aNCBXrly0adOGbdu2Kf4Oc3O1du1aVq9ezdKlS6lYsaLScYSJ6tOnD97e3nTq1Inr168rHUekACnk/1O3bl0mT57M5MmTCQkJUTpOkkiXLh2NGzdm8eLF3Lt3j7Nnz9K3b1+uXLlCy5YtsbGxwdXVlcWLF3P//n2l45qF8+fP07NnTzp37kyHDh2UjiNMmEqlYtWqVdjZ2ckIhYWQQv4Df39/PDw88PX15c6dO0rHSVIqlQpHR0fGjx/PuXPnuHPnDrNnzyYhIYH+/ftToEABw/Xz58/LufM3ePHiBVqtllKlSrFw4UKl4wgzkCVLFoKCgrh16xY9evSQv5dmTgr5D6ysrFi3bh3Zs2dP1hEKY1CwYEH69OnDvn37iImJYfPmzZQsWZI5c+bg4OBAoUKFDNc/ffqkdFyjp9fr6dixI7GxsQQFBZEhQwalIwkzUbZsWVasWMGGDRtYsWKF0nFEMpJC/i85cuQgKCiIS5cu0b9/f6XjpIjs2bPj4+PDli1biImJYd++fajVaoKDg2ncuDG2traG6y9evFA6rlGaPXs2v/zyi4xGiGTRpk0bevToQd++fTl79qzScUQykUL+Cw4ODixatIjly5ezYcMGpeOkqLRp09KwYUMWLlzInTt3OHfuHAMHDuT69eu0bt0aW1tbGjVqxMKFC7l7967ScY3C0aNHGTZsGEOHDkWtVisdR5ipuXPnUrFiRRmhMGNSyH8j8U053bp1U2yEQmkqlYpKlSoxduxYzp49y71795g/fz5WVlYMGjSIQoUK/em6JZ5vPXr0iJYtW1KzZk0mTZqkdBxhxtKlS8f27dt59eoV7dq1kxEKMySF/DdUKpVRjVAYg/z589OzZ0/27NlDTEwMW7dupWzZsixYsIDKlStToEABevXqxZ49e/j48aPScZNd4mgEQEBAgIxGiGRXsGBBNm7cyK5du5g2bZrScUQSk0L+BxkzZiQwMJDHjx/TuXNni3wG+HeyZcuGt7c3mzZt4smTJxw4cIAWLVoQEhJCkyZNsLW1NVx//vy50nGTxahRozh+/LiMRogU1bRpU0aNGsXo0aNlhMLMSCH/i+LFi7N27VoCAwOZP3++0nGMUpo0aahfvz7z58/n9u3bXLhwAX9/f27fvk3btm2xtbX903VzEBwczPTp05k6dSq1a9dWOo6wMGPHjqV+/foyQmFmpJC/QIsWLRg0aBBDhgwx+hEKpalUKipUqMCoUaM4ffo0Dx48YNGiRaRLlw5/f3+KFClChQoVGD16NKdPnzbJc7Bbt27Rrl07mjdvzuDBg5WOIyxQqlSp2Lx5M2nTpqVly5ZyS1wzIYX8haZOnUq1atVMaoTCGOTLl4/u3bsTGhpKbGws27dvp1KlSixevBhnZ2fy589vuG4K584fPnxAq9ViY2MjoxFCUba2tmzfvp3w8HCGDRumdByRBKSQv1CaNGnYunUrnz9/pnXr1iY5QqG0LFmyoNVqWb9+PU+ePOHQoUO0bNmSffv24ebmho2NDVqtlg0bNvD06VOl4/6lPn368NtvvxEYGEj27NmVjiMsXPXq1Zk1axZz5swhKChI6TjiO0khfwU7OzsCAgI4dOgQ48aNUzqOSUudOjV169Zlzpw53Lhxg19//ZXhw4dz//592rVrR+7cualbty5z587l5s2bSscF4Mcff2TVqlUsXryYSpUqKR1HCAD69u2Lt7c3HTt2lBEKEyeF/JXq1avHpEmTmDRpErt27VI6jllQqVSUK1eOESNGEB4eTlRUFEuWLCFTpkwMHz6cYsWK/em6EufOFy5coEePHnTq1IlOnTql+OML8Xf+OEKh1Wp59+6d0pHEN5JC/gZDhw7F3d2dtm3bmt0IhTHImzcvXbt2JSQkxHBv6MqVK7NixQqqVatGvnz5DNdT4n7jL1++NIxGLFq0KNkfT4ivlSVLFgIDA7l586aMUJgwKeRvYGVlxfr168mePTteXl4m8WYkU5U5c2ZatGjBjz/+yKNHjzh69Cht2rTh0KFDuLu7Y21tTYsWLVi3bh2xsbFJ/viJoxExMTEEBgbKaIQwWuXKlWP58uWsX7+eVatWKR1HfAMp5G+UI0cOAgMD+fXXXy1mhEJpqVOnplatWsyaNYvr169z5coVRo8eTXR0NB07diR37tzUrl2bWbNm8fvvvyfJY86ZM4eff/6ZdevWUbRo0ST5mkIkl7Zt29K9e3f69OlDZGSk0nHEV5JC/g6Ojo4sXLiQZcuWsXHjRqXjWBSVSkXp0qUZNmwYJ0+eJCoqiuXLl5M9e3ZGjx5NiRIlKFOmjOH6t5w7Hzt2jKFDh+Lv749Go0mG70KIpDdv3jzKly+Pp6en2d4lz1xJIX8nPz8/2rVrR7du3bh06ZLScSxWnjx58PPzIzg4mNjYWH7++WeqVavG6tWrqVGjBnnz5jVc/5I3vSSORri4uDB58uQU+A6ESBqJIxQvX76UEQoTI4X8nVQqFUuXLqVo0aJotVpev36tdCSLlylTJpo3b86aNWt49OgRx48fp3379hw7dgyNRoONjY3h+l/d5OXz58/4+PiQkJAgoxHCJBUqVIiNGzeyc+dOpk+frnQc8YWkkJNA4ghFVFSUjFAYmVSpUuHi4sKMGTO4du0aV69eZdy4ccTGxuLn50eePHmoWbOm4TrA6NGjOXbsGFu3biVv3rwKfwdCfBs3NzdGjhzJqFGjOHTokNJxxBeQQk4iJUqU4Mcff2T79u0sWLBA6Tjib5QsWRJ/f3+OHz/Oo0ePWL16NTY2NowbN45SpUqRL18+pk2bRteuXalZs6bScYX4LuPHj6devXq0atVKRihMgBRyEmrRogUDBw5k8ODBnDhxQuk44l/kypWLjh078ssvvxAbG8uKFSuIjY0lbdq0LF26lLx589KpUyd++eUX3r59q3RcIb5a4ghFmjRpaNWqlYxQGDkp5CQ2bdo0qlatKiMUJsbKyoply5Zhb29PVFQUJ06coFOnTpw6dYoffvgBGxsbPDw8WLVqFY8fP1Y6rhBfLFeuXGzbto1Tp04xfPhwpeOIfyCFnMQSRyji4uJo06aNjFCYiL59+3L58mUCAwOxtramevXqTJs2jStXrnD9+nUmTpzIy5cv6datG3nz5jVc/+233+Q9A8Lo1ahRg5kzZzJ79mx++uknpeOIvyGFnAzy5cvHli1bOHjwIOPHj1c6jvgX69atY+XKlSxevBgHB4f/uV68eHEGDx7M0aNHefToEWvXriVv3rxMnDiRMmXKUKJECcP1z58/K/AdCPHv+vXrh1arpWPHjkl24xyRtKSQk0n9+vWZOHEiEydOJDQ0VOk44m9cvHiR7t2707FjRzp37vyvv97W1pb27dvz008/8fTpU3bu3Em9evXYtGkTderUIU+ePHTo0IGffvqJN2/epMB3IMSXUalUrF69mjx58uDp6SkjFEZICjkZDRs2zDBCcffuXaXjiP/y8uVLPD09KVmyJIsXL/7q358+fXqaNWvGihUrePjwIadOnaJr166cOXMGT09PbGxsDNejo6OT4TsQ4utkzZqVwMBAbty4Qc+ePeW4xchIISejxBGKrFmzotVqZYTCiOj1ejp16sSTJ0+SZDTCysqKqlWrMmXKFC5dusSNGzeYOnUqb9++pUePHtjZ2f3puvwgFEopX748y5cvZ926daxevVrpOOIPpJCTWeIIxcWLFxkwYIDSccT/mTt3Lj/99BPr1q2jWLFiSf71ixYtyoABAzh8+DBPnjxh/fr15M+fnylTplC+fHmKFStmuC7nziKl+fr60q1bN3r37i0jFEZECjkFODk5sWDBApYuXcqmTZuUjmPxjh8/jr+/P0OGDKF58+bJ/njW1tb4+voSGBhIbGwsu3btonHjxmzbto169eqRK1cuw3W59apIKfPmzaNcuXJotVoZoTASUsgppGvXrvj6+tK1a1cuX76sdByL9fjxY7y9valRowZTpkxJ8cdPnz49TZs2ZenSpdy/f5+IiAh69erFhQsX8PLywsbGhqZNm7Js2TK5s5JIVunTpycwMJAXL17Qvn17GaEwAlLIKUSlUrFs2TKKFCmCp6enPBNSwB9HI7Zu3ar4aISVlRVVqlRh4sSJXLx4kVu3bjFjxgw+fvxI7969sbe3p0qVKkyaNImLFy/KubNIcoUKFWLDhg3s2LGDGTNmKB3H4kkhp6CMGTMSFBREVFQUfn5+8gM2hY0dO5YjR44QEBBglKMRhQsXpl+/fhw8eJCYmBg2btxI4cKFmTFjBhUrVqRIkSKG63ILRJFUmjVrxogRIxg5cqSMUChMCjmFlShRgjVr1rBt2zYWLlyodByLsXPnTqZMmcKUKVOoW7eu0nH+VY4cOWjTpg3btm0jJiaG3bt34+bmxk8//USDBg3IlSuX4fqrV6+UjitM3IQJE6hbty6tWrUiKipK6TgWSwpZAVqtlgEDBjBo0CBOnjypdByzd/v2bXx9fVGr1fj7+ysd56ulS5cOV1dXFi9ezL179zh79qzhVp8tW7bExsbGcP3+/ftKxxUmKFWqVGzZsoXUqVPLCIWCpJAVMn36dJydnfH29iYmJkbpOGbrw4cPaLVacuTIwbp161CpVEpH+i4qlQpHR0fGjx/P+fPnuXPnDrNnzyYhIYH+/ftToEABnJycDNflWER8qcQRipMnTzJixAil41gkKWSFpEmThm3btvHx40cZoUhG/fr14/LlywQFBZE9e3al4yS5ggUL0qdPH/bt20dMTAybN2+mRIkSzJkzBwcHBwoVKkSfPn3Yv38/nz59UjquMHIuLi7MmDGDWbNm8fPPPysdx+JIISsocYTiwIEDTJgwQek4Zmf9+vWsWLGCRYsW/eVohLnJnj07Pj4+bNmyhZiYGPbt24darUan09GoUSNy5cpluP7ixQul4woj1b9/fzw9PenQoYOMUKQwKWSFNWjQgAkTJjBx4kR2796tdByz8euvv9K9e3c6dOjwRaMR5iZt2rQ0bNiQhQsXcvfuXc6dO8eAAQO4fv06rVu3xtbWlkaNGhmuC5FIpVKxZs0acufOjVarlRGKFCSFbASGDx+Om5sbbdq0kR+OSeDVq1d4enpSvHhxFi9ebPLnxt9LpVJRqVIlxo4dy9mzZ7l37x7z5s3DysqKQYMGUahQIcP1yMhIOXcWZM2alaCgIH7//Xd69+6tdByLIYVsBBJHKLJkyYKXl5eMUHyHxNGIx48fExQURMaMGZWOZHTy589Pr1692LNnDzExMWzdupWyZcuyYMECnJycKFCgAL169WLv3r1y7mzBypcvz7Jly1i7dq2MUKQQKWQjkTNnTgIDA7lw4QIDBw5UOo7JmjdvHkFBQfz444/JMhphbrJly4a3tzebNm3iyZMnHDhwgBYtWhASEoKrqys2Nja0bNmSTZs2yf2OLVC7du3o2rUrvXr14ty5c0rHMXtSyEakcuXKzJ8/nyVLlrB582al45icsLAw/P39GTRoED/88IPScUxOmjRpqF+/PvPnz+f27dtcuHCBIUOGcOvWLdq2bYutre2frgvLMH/+fMqWLYtWq5U3AyYzKWQj061bN9q2bUuXLl24cuWK0nFMxpMnT/D29qZatWpMnTpV6TgmT6VSUaFCBUaPHs3p06e5f/8+ixYtIl26dPj7+1OkSJE/XZdhAvOVOELx7NkzGaFIZlLIRiZxhKJw4cIyQvGF4uPj8fHxIT4+nq1bt5ImTRqlI5kde3t7unfvTmhoKLGxsWzfvp2KFSuyePFinJ2dyZ8/Pz169CA0NFTeA2GGChcuzIYNGwgODmbmzJlKxzFbUshGKFOmTAQFBfHw4UO6dOki73r9F2PHjuXw4cMEBARgZ2endByzlyVLFrRaLRs2bODJkyccOnQIb29v9uzZg5ubGzY2Nnh5ebFhwwaePXumdFyRRNzd3Rk+fDgjRozg8OHDSscxS1LIRqpkyZKsXr2arVu3smjRIqXjGK2QkBAmT57M5MmTTWI0wtykTp2aunXrMnfuXG7evMmvv/7K8OHDuXfvHu3atSNXrlx/ui5M24QJE6hTpw6tWrUiOjpa6ThmRwrZiHl5edGvXz8GDRrEqVOnlI5jdO7cuYOvry8eHh4mORphblQqFeXKlWPEiBGEh4fz8OFDlixZQqZMmRg+fDjFihWjXLlyjBw5kvDwcDmLNEGpU6dmy5YtWFlZ0apVKz5//qx0JLMihWzkZsyYQeXKlfHy8iI2NlbpOEYjcTQie/bsrFu3Disr+aNsbOzs7OjatSshISHExsYSFBSEk5MTy5Yto1q1ajRp0gSAY8eO8eHDB4XTii+VO3dutm3bRlhYmIxQJDH5KWbk0qZNy7Zt2/jw4YOMUPxB//79uXTpEoGBgeTIkUPpOOJfZM6cmRYtWrBu3ToeP37MkSNHaNq0KfCf/19aW1sbrss/PI1fzZo1mTFjBjNnzuSXX35ROo7ZkEI2Afb29mzZsoV9+/YxceJEpeMobsOGDSxfvpyFCxfi6OiodBzxlVKnTk3t2rUZMGAAANu3b2f06NFER0fTsWNHcufOTe3atZk9e7aMGxixAQMG0KJFC9q3b8+NGzeUjmMWpJBNRMOGDZkwYQITJkyw6BGKS5cu0a1bN9q3b4+fn5/ScUQSKFKkCMOGDePkyZNERUWxfPlysmfPzqhRoyhRogRlypQxXJdzZ+OROEKRK1cutFot79+/VzqSyZNCNiEjRoygSZMmtGnThnv37ikdJ8X9cTRiyZIlFj8aYY7y5MmDn58fwcHBxMbG8vPPP1OtWjVWr15NjRo1yJs3L35+fuzYsUMKwAhky5aNoKAgrl+/LiMUSUAK2YRYWVmxYcMGMmfObHEjFHq9ns6dOxMdHU1gYKCMRliATJky0bx5c9asWcOjR484fvw47du359ixY6jVaqytrWnevDlr167lyZMnSse1WBUqVGDp0qWsWbOGNWvWKB3HpEkhmxhra2sCAwM5f/48gwcPVjpOipk/fz6BgYH8+OOPFC9eXOk4IoWlSpUKFxcXZsyYwbVr17h69Srjxo0jJiaGzp07kydPHsMbja5du6Z0XIvTvn17unTpQq9evTh//rzScUyWFLIJqlKlCvPmzWPRokUEBAQoHSfZhYWFMWTIEAYOHEiLFi2UjiOMQMmSJfH39ycsLIxHjx6xatUqbGxsGDduHKVKlfrTdflkQspYsGABZcqUwdPTU0YovpEUsonq3r07bdq0wc/Pz6xHKJ48eULLli2pVq0a06ZNUzqOMEK5cuWiU6dO/PLLL8TGxhIcHEytWrVYt24dNWvWJG/evHTq1AmdTse7d++Ujmu2/jhC0aFDB7nl7zeQQjZRKpWK5cuXU6hQIbRaLW/evFE6UpKLj4+ndevWxMXFyWiE+CIZM2bEw8ODVatWERUVxYkTJ+jUqROnTp2iefPmWFtbo1arWbVqFY8fP1Y6rtkpXLgw69evR6fTMWvWLKXjmBwpZBOWOEJx//59sxyhGDduHIcOHZLRCPFNUqVKRfXq1Zk2bRpXrlzh+vXrTJw4kRcvXtCtWzfy5s1LjRo1mDZtGr/99pvZ/f1RioeHB8OGDWP48OEcPXpU6TgmRQrZxCWOUAQEBLB48WKl4ySZXbt2MWnSJCZNmkS9evWUjiPMQPHixRk8eDBHjx7l0aNHrFmzhjx58jBx4kTKlClDiRIlDNflHs3fZ+LEidSuXZuWLVvKCMVXkEI2A97e3vTt25eBAwcSHh6udJzvdufOHdq2bYu7uztDhw5VOo4wQ7a2tnTo0IGffvqJ2NhYdu7cSb169di0aRN16tQhT548huvmeByU3BJHKFQqlYxQfAUpZDMxc+ZMsxih+PjxI15eXmTLlo3169fLaIRIdhkyZKBZs2asWLGChw8fcurUKbp27cqZM2fw9PTExsYGd3d3VqxYIc/2vkLu3LnZunUrYWFhjBw5Uuk4JkF+2pmJxBGK9+/f07ZtW5P9qMeAAQO4ePGijEYIRVhZWVG1alWmTJnCpUuXuHHjBlOnTuXNmzf06NEDOzs7w/XLly/LufO/qFWrFtOnT2fGjBnodDql4xg9KWQzYm9vz+bNm9m7dy+TJk1SOs5X27RpE0uXLmXhwoU4OTkpHUcIihYtyoABAzh8+DBPnjxh/fr15M+fnylTplCuXDmKFSvGwIEDOXz4sLws+zcGDhzIDz/8QPv27bl586bScYyaFLKZadSoEePHj2f8+PHs2bNH6Thf7PLly3Tt2pV27drRpUsXpeMI8T+sra3x9fUlMDCQ2NhYdu3aRaNGjQgICKBevXrkypXLcP3169dKxzUaKpWKtWvXYmtrKyMU/0IK2QyNHDkSV1dXkxmheP36NZ6enhQtWpSlS5fKaIQweunTp6dp06YsW7aMBw8eEBERQa9evbhw4QJeXl7Y2NgYrkdFRSkdV3HZsmUjMDCQq1ev0qdPH6XjGC0pZDNkZWXFxo0byZQpE97e3nz69EnpSH8rcTQiKipKRiOESbKysqJKlSpMnDiRixcvcvPmTWbMmMHHjx/p3bs3+fLlo0qVKkyaNImLFy9a7LlzxYoVWbp0KatXr2bt2rVKxzFKUshmytramu3btxMZGWnUIxQLFixg+/btrFmzhhIlSigdR4jvVqRIEfr168fBgweJiYlh48aNFC5cmBkzZlCxYkWKFClC//79OXjwIHFxcUrHTVEdOnTAz8+Pnj17ygjFX5BCNmPOzs7MmzePhQsXGuUIxcmTJxk8eDADBgxAq9UqHUeIJJcjRw7atGnDtm3biImJYffu3bi5uREUFESDBg3IlSuX4fqrV6+UjpsiFi5cSOnSpdFqtTJC8V+kkM1cjx49aN26NX5+fvz2229KxzGIiYnB29ubqlWrMn36dKXjCJHs0qVLh6urK4sXL+bevXucOXOGvn37cvnyZVq2bImNjQ2urq4sWbKE+/fvKx032SSOUMTGxtKxY0eLfQn/r0ghm7nEEYqCBQvi6elpFHcdShyN+PTpk4xGCIukUqlwcnJi/PjxnD9/njt37jB79mzi4+Pp168fBQoU+NN1cyutIkWKsH79en755Rdmz56tdByjIYVsATJnzkxgYCD37t2ja9euiv/lHj9+PAcPHmTLli3ky5dP0SxCGIOCBQvSp08f9u/fT0xMDJs3b6ZEiRLMmTMHBwcHChUqZLhuLufOarWaoUOHMmzYMBmh+D9SyBaidOnSrF69mi1btrB06VLFcoSGhjJx4kQmTpxI/fr1FcshhLHKnj07Pj4+bNmyhZiYGPbu3YtarUan09GoUSNsbW3x8fEhICDA5M9gJ02aRK1atWjZsiWPHj1SOo7ipJAtSMuWLenTpw/9+/cnIiIixR//7t27tG3blmbNmjFs2LAUf3whTE3atGlp1KgRCxcu5O7du5w7d44BAwZw/fp1fHx8sLW1/dN1UyMjFH8mhWxhZs2ahZOTE15eXjx9+jTFHjdxNCJr1qwyGiHEN1CpVFSqVImxY8dy9uxZ7t27x7x587CysmLQoEEUKlQIBwcHxo4dS2RkpOJHU18qT548BAQEcPz4cUaNGqV0HEXJT0ULkzhC8e7dO9q2bUtCQkKKPO7AgQO5cOEC27dvJ2fOnCnymEKYs/z589OrVy/27NlDTEwMAQEBlClThvnz5+Pk5ESBAgXo1asXe/fuNeqbAwHUrl2bqVOnMn36dIKDg5WOoxgpZAuUP39+Nm3axJ49e1JkhGLz5s0sWbKEBQsWULly5WR/PCEsTbZs2WjZsiWbNm0iJiaGAwcO0KJFC0JCQnB1dcXGxsZw/fnz50rH/UuDBw+mefPmtGvXjlu3bikdRxFSyBaqcePGjB07lnHjxrF3795ke5zLly/TpUsXfH196dq1a7I9jhDiP9KkSUP9+vWZP38+t2/f5sKFCwwZMoRbt27Rtm1bcuXKRYMGDZg/fz537txROq5B4giFjY0NWq2WDx8+KB0pxUkhW7DRo0fTuHFjWrdunSw3IkgcjShSpIiMRgihAJVKRYUKFRg9ejSnT5/m/v37LFy4kLRp0+Lv70/hwoUN18+cOZNiR1h/J3v27AQFBfHbb79Z5AiFFLIFSxyhyJgxY5KPUOj1evz8/AyjEZkyZUqyry2E+Db29vZ0796d0NBQYmNj2b59OxUrVmTx4sVUqVKF/Pnz06NHD0JDQ/n48aMiGStWrMiSJUtYtWoVP/74oyIZlCKFbOFsbGwIDAzk7NmzDBkyJMm+7qJFi9i2bRtr1qyhZMmSSfZ1hRBJI0uWLGi1WjZs2MDjx485dOgQ3t7e7NmzBzc3N2xsbPDy8mLDhg08e/YsRbN17NiRzp0706NHDy5cuJCij60kKWSBs7Mzc+fOZcGCBWzduvW7v96pU6cYNGgQ/fv3l9EIIUxAmjRpqFu3LnPnzuXmzZv8+uuvDBs2jHv37tGuXTty5cpluJ5Sb7hauHAhpUqVQqvV8vLlyxR5TKVJIQsAevbsiY+PD35+fly9evWbv05MTAxeXl5UqVKFGTNmJGFCIURKUKlUlCtXjpEjRxIeHs7Dhw9ZsmQJmTJlYvjw4RQtWvRP15Pr3DlDhgwEBgYSExNjMSMUUsgC+M9fwhUrVpA/f/5vHqGIj4+nTZs2fPz4kW3btslohBBmwM7Ojq5duxISEkJsbCxBQUE4OTmxbNkyqlWrhr29Pd26dSMkJCTJ3xldtGhR1q1bx88//8ycOXOS9GsbIylkYZA5c2aCgoK4e/cu3bp1++p/kU6YMIH9+/fLaIQQZipz5sy0aNGCdevW8fjxY44cOYKPjw8HDhzA3d0dGxsbw/XY2NgkeUyNRoO/vz9Dhw7l2LFjSfI1jZUUsviT0qVLs2rVKjZv3syyZcu++Pft3r2biRMnMmHCBBo0aJCMCYUQxiB16tTUrl2b2bNn8/vvv3P58mVGjRpFdHQ0HTt2JHfu3H+6/j0mT55MzZo1zX6EQgpZ/I9WrVrRu3dv+vfvz+nTp//119+7d482bdrQtGlTRowYkQIJhRDGRKVSUaZMGYYNG8bJkyeJiopi+fLlZMuWjVGjRlGiRIk/Xf/ac+fUqVMTEBCAXq/Hx8fHbEcopJDFX5o9ezYODg5otdp/HKFIHI3IkiULGzZskNEIIQR58uTBz8+PHTt2EBsby88//0y1atVYvXo1NWrUIG/evIbr79+//+KvuXXrVo4dO8bo0aOT+TtQhvz0FH8pcYTi7du3+Pr6/u2/aAcNGsT58+cJDAyU0QghxP/IlCkTzZs3Z82aNTx69Ihjx47Rvn17jh07hlqtxtramubNm7N27VqePHnyj1+rdu3aTJkyhWnTprFjx44U+g5SjhSy+FsFChRg06ZN7N69m8mTJ//P9c2bN7N48WLmz58voxFCiH+VKlUqatasyYwZM7h27RpXr15l3LhxxMTE0LlzZ/LkyUPNmjWZOXMm165d+8uvMWTIEDQajVmOUEghi3/k6urKmDFjGDt2LPv27TP8369cuUKXLl1o27Yt3bp1UzChEMJUlSxZEn9/f8LCwnj06BGrVq3C2tqasWPHUqpUKUqVKmW4Hh8fD/znvPrHH3/E2toarZc3gafv0HLFSVymH6DlipPozj8kIcE0P7Os0n/BZ1tevXpFtmzZePnyJVmzZk2JXF8lMjISJycnzp49i6Ojo9JxzE58fDxubm5ERkZy7tw5smXLhrOzM6lSpSI8PFzuUy2+ify9FX/n3bt37N+/n+DgYHbs2MGTJ0+wtbXF3d0djUZDo0aNuHrtGk0nbCVDqVpYqSBBj+G/6op2zPOuhJWVcQzafGmHpk7BTMJEpUqVik2bNuHo6Ii3tzf29vY8ePCAM2fOSBkLIZJcxowZUavVqNVq4uPjiYiIQKfTodPpWLt2LenTp6eyZ3cylGoI/KeE//jf4AtRNCiVC00l07ofgrxkLb6IjY0N27dvJyIigu3bt8tohBAiRaRKlYrq1aszbdo0fvvtN65du8bEiRN5krUE+oT4v/w9VirYHHEvhZN+Pylk8cX0er3h7l2WcF9ZIYRx0uv1fE6XDZVVqr+8nqCHB8+/7ONUxkReshZfJDY2Fm9vb5ydnSlQoACdO3emQoUKlCpVSuloQggzFh8fT3h4uOEl62vXrpEhQwYK+83nrT4LqP73eaWVCuxzZFAg7feRZ8jiXyWORrx//57t27ezevVq7O3t0Wq1vH37Vul4Qggz8+7dO3Q6HZ07dyZv3ry4uLiwdu1aXFxc0Ol0xMbG0q1B2b8sY/jPM+TWzgVSOPX3k2fI4l9NnDiRffv2sWfPHuzt7QEICgrC2dmZbt26sWHDBlQq43g3oxDCND1+/JidO3ei0+nYt28fHz58oFSpUnTs2BGNRkPVqlVJleo/L1G/ePGCeQPbkbZWZz7lrfCX77L2qGCn8Hf09aSQxT/avXs3EyZMYPz48TRq1Mjwfy9TpgwrV66kdevW1KxZk+7duyuYUghhavR6PdeuXTO8FH3q1ClUKhU1atRg4sSJqNVqSpQo8Ze/r0OHDjx/9pQzY1py6VU6Nkfc48Hz99jnyEBr5wJ4VLAzmo88fQ0pZPG37t27R9u2bWnSpAkjR478n+s+Pj6EhYXRr18/KleuLHfrEkL8o/j4eE6cOEFwcDA6nY7ff/+djBkz0rhxY9asWUOzZs2wtbX9x68xc+ZMdDodwcHBFC1ShKJgch9v+jtSyOIvffr0CW9vbzJlyvSPoxGzZ8/m9OnTaLVazp49i7W1dQonFUIYs7dv37J3716Cg4PZuXMnsbGx5M6dGw8PD+bMmUODBg3IkOHL3oB15MgRRowYwbBhw/Dw8Ejm5ClPCln8pUGDBnHu3DmOHz/+jyWbLl06tm/fjoODA76+vuzcuVMWn4SwcNHR0Ybz4P379/Px40fKlCmDn58fGo0GZ2fnr/45ER0dTatWrahduzYTJ05MpuTKkkIW/yMgIIBFixaxZMkSqlSp8q+/PnGEws3NjSlTpjBq1KgUSCmEMBZ6vZ4rV64YXooODw/HysqKmjVrMmXKFNRqNcWKFfvmr//582datWqFSqViy5YtpE5tntVlnt+V+GZXrlzBz8+P1q1bf9UbtZo0acLo0aMZM2YM1apVo2HDhsmYUgihtM+fPxMWFmY4z7158yaZMmXC1dWVdevW0axZsyQ7who5ciRhYWEcOnSI3LlzJ8nXNEZSyMLgzZs3aLVaChYsyIoVK776o0xjxozh1KlTtG7dmnPnzpEvn3m80UII8R9v3rxhz5496HQ6QkJCePbsGXnz5kWtVrNgwQLq169P+vTpk/QxdTodM2bMYNasWdSqVStJv7axkUIWwH9ecurSpQv379/n9OnT3zQakThC4eDggLe3N4cPHyZNmjTJkFYIkVKioqLYsWMHOp2OAwcO8OnTJ8qVK0ePHj1Qq9VUrlw52d43cvPmTdq3b88PP/zAwIEDk+UxjIkUsgBgyZIlBAQEsHXr1u+6HWbiCEXt2rXx9/dn7ty5SZhSCJHc9Ho9ly5dMrwUffr0aVKlSkWtWrWYPn06arWaIkWKJHuO9+/fo9VqsbW1Ze3atRZx8yEpZEF4eDgDBgygb9++eHt7f/fXq1atGrNnz6Zv377UqFEDLy+vJEgphEgucXFxHD9+3FDCt2/fJnPmzDRt2pS+ffvi5uZGzpw5UzRTnz59uHr1KqdOnSJbtmwp+thKkUK2cLGxsXh5eVG5cmVmzpyZZF+3d+/eHD9+nE6dOlGhQgWZahTCyLx69cpwHrxr1y6eP39Ovnz5DDvE9erVI126dIpkW7t2LatXr2bt2rVUrFhRkQxKkEK2YPHx8bRt25b379+zdetW0qZNm2RfW6VSsWrVKpydnfH09CQ8PPybzqWFEEnnwYMHhvPgQ4cO8enTJypUqEDv3r3RaDQ4Ojoq/tLw+fPn6dmzJ35+fnTo0EHRLClNCtmCTZo0ib1797Jnzx7y58+f5F8/S5YsBAYG4uzsTI8ePVi3bp3if9mFsCR6vZ6LFy8aXoo+e/YsqVOnpk6dOsycORO1Wk2hQoWUjmnw4sULtFotpUuXZuHChUrHSXFSyBZq7969jB8/nnHjxv1pNCKplS1blpUrV9KmTRtcXFzo1q1bsj2WEOI/58FHjx41lPDdu3fJmjUrTZs2ZeDAgTRt2pQcOXIoHfN/6PV6OnbsyNOnT9m7d2+Sf3zKFEghW6D79+/TunVrXF1dU+SuWq1btyYsLIy+ffvi5OQkIxRCJLGXL18SGhpKcHAwu3bt4uXLl+TPnx+1Wo1Go6FOnTpJeiSVHGbNmsUvv/yCTqdLkXdxGyMpZAvz6dMnvLy8yJQpExs3bkyx+07PmTPHMEIRGRmZ4u/YFMLc3Lt3j+DgYIKDgzl8+DBxcXE4ODjQv39/NBoNlSpVMpkjoqNHjzJ8+HCGDh2KWq1WOo5ipJAtzODBg4mMjPzX0YikljhC4ejoiK+vLzt27JARCiG+gl6v5/z584aXos+dO0fq1KmpV68ec+bMQa1WU6BAAaVjfrVHjx7RsmVLatWqxaRJk5SOoygpZAsSEBDAwoULWbx4Mc7Ozin++AULFmTjxo00a9aMadOmMWLEiBTPIIQp+fTpE4cPHzY8E75//z7ZsmXDzc2NoUOH0qRJE5P+jK6ljEZ8Kcv+7i3Ib7/9hp+fHz4+PvTo0UOxHE2bNmXUqFGMHj2aqlWr0qBBA8WyCGGMXrx4wa5duwgODiY0NJRXr15RoEABmjdvjkajoXbt2mZzS9pRo0Zx/PhxDh06RJ48eZSOozgpZAvw5s0bPD09KVCgwDeNRiS1sWPHcurUKXx8fGSEQgjgzp07hunCo0eP8vnzZ5ycnBg0aBAajYYKFSoo/vc2qQUHBzN9+nRmzpxp9qMRX0oK2czp9Xq6devGvXv3OH36NJkzZ1Y6kmGEwtHRkZYtW3Lo0CGz+Re/EF9Cr9dz9uxZQwlfvHiRNGnSUL9+fRYsWICHhwf29vZKx0w2N2/epF27djRv3pxBgwYpHcdoSCGbuaVLl7J582YCAgIoXbq00nEMbG1t2bZtG7Vr12bo0KHMmTNH6UhCJKuPHz9y6NAhw3nww4cPyZ49O82aNWPUqFG4urqSNWtWpWMmu8TRCBsbG4sZjfhSUshmLCIigv79+9OnTx9atmypdJz/Ub16dWbNmkX//v2pUaMGWq1W6UhCJKlnz56xa9cudDodu3fv5s2bNxQuXBgvLy/UajU1a9a0uFeH+vbtaxiNyJ49u9JxjIoUspl6+vQpXl5eODo6MmvWLKXj/K2+ffty4sQJwwhFiRIllI4kxHe5deuW4aXoY8eOER8fT5UqVRg2bBhqtZpy5cpZ7LPCH3/8kVWrVrFmzRqLGo34UlLIZighIYG2bdvy9u1btm3bZtR36EkcoahSpQparZZTp06RMWNGpWMJ8cUSEhI4c+aMoYQvXbpE2rRpadCgAYsXL8bDwwM7OzulYyruwoUL9OjRg86dO9OxY0el4xglKWQzNHnyZPbs2cPu3btN4kYBWbJkISgoyDBC8eOPP1rsMwhhGj58+MDBgwfR6XTs2LGD6OhocubMSbNmzRg3bhyNGzcmS5YsSsc0Gi9fvkSr1VKqVCmLHI34UlLIZmbfvn2MHTuWsWPH0rhxY6XjfLGyZcuyYsUK2rZti4uLC127dlU6khB/8vTpU0JCQtDpdOzZs4e3b99StGhRfHx8UKvVuLi4WPyNLf6KXq+nQ4cOxMTEsHv3bjJkyKB0JKMlf3rMSOJoROPGjRk9erTScb5amzZtCAsLo0+fPjg5OeHk5KR0JGHhbty4YXgp+vjx4yQkJFC1alVGjhyJRqOhdOnS8mrOv5gzZw6//PILv/zyC0WLFlU6jlGTQjYTnz59wtvbmwwZMqToaERSmzt3rmGE4uzZszJCIVJUQkICERERhvtFX7lyhXTp0tGoUSOWLVuGh4eH3FHqKxw7doyhQ4fi7++PRqNROo7Rk0I2E0OGDOHs2bMcO3YMGxsbpeN8sz+OULRr147g4GCT/ceFMA3v37/nwIEDhvPgx48fY2Njg7u7O5MmTaJx48ZkypRJ6ZgmJ3E0ombNmkyePFnpOCZBCtkMbN26lQULFrBw4UKqVq2qdJzvVqhQIcMIxfTp0xk+fLjSkYSZiYmJYefOnQQHB7N3717evXtH8eLF8fX1Ra1WU6NGDVKlSqV0TJP1+fNnfHx80Ov1BAQEyNn6F5L/lUzc1atX8fPzo1WrVvTq1UvpOEnGzc2NUaNGMWrUKKpVq0a9evWUjiRM3PXr1w0vRZ84cQK9Xk/16tUZM2YMGo2GkiVLynlwEhk9ejTHjh3j4MGD8hL/V5BCNmFv375Fq9WSP39+Vq5caXY/TMaNG8epU6do1aoVkZGRMkIhvkp8fDzh4eGGEr569SoZMmSgUaNGrFixAnd3d3Lnzq10TLMTHBzMtGnTmDFjBrVr11Y6jkmRQjZRiaMRd+7cMZrRiKSWKlUqNm/ejIODg4xQiC/y7t079u/fj06nY+fOnTx58gRbW1s8PDyYPn06DRs2lBvPJKNbt27Rvn17NBoNgwcPVjqOyZFCNlHLli1j06ZNbNmyxahGI5Ja4ghFnTp1GDZsGLNnz1Y6kjAyjx8/NpwH79u3j/fv31OyZEk6dOiARqOhatWqch6cAj58+ICXlxfW1tZyc59vJIVsgk6fPk3//v3p3bs3rVq1UjpOsqtRowYzZ85kwIAB1KhRA09PT6UjCQXp9XquXbuGTqdDp9Nx6tQpAFxcXBg/fjxqtZqSJUsqnNLy9O3blytXrnDy5EkZjfhGUsgm5unTp2i1WipVqmTUoxFJrV+/fpw4cYKOHTtSoUIFihcvrnQkkYLi4+M5efKkoYR///13MmbMSOPGjVmzZg3NmjXD1tZW6ZgWa926daxcuZLVq1dTqVIlpeOYLClkE5KQkICvry9v375l+/btpEuXTulIKeaPIxSenp4yQmEB3r59y969ewkODmbnzp3ExsaSO3duPDw8mDNnDg0aNJDbMBqBixcv0r17dzp16kSnTp2UjmPSpJBNyJQpU9i9ezehoaEmMRqR1LJmzUpQUBBVq1alZ8+eMm5uhh49esSOHTsIDg5m//79fPjwgTJlyuDn54dGo8HZ2VluFGNEXr58iaenJyVLlmTRokVKxzF5UsgmYv/+/YwZM4YxY8bg6uqqdBzFlCtXjmXLltGuXTtcXFzo0qWL0pHEd7p58yZ79uxBp9MRHh6OlZWV4e5OarWaYsWKKR1R/AW9Xk+nTp148uQJZ8+elVcrkoAUsgl48OABPj4+NGrUyCRHI5Kar6/vn0YoHB0dlY4kvsLnz58JCwtj5cqVAHh7e5MpUyZcXV1Zt24dbm5uJn37V0sxd+5cfvrpJ37++Wf5R1MSkUI2comjEenTp2fTpk3y8Y3/M2/ePM6cOYOnpyeRkZHkyJFD6UjiH7x588bwLDgkJIRnz54ZSnf+/Pl07dqV9OnTK5xSfKnjx4/j7+/PkCFDaN68udJxzIYcxhg5f39/zpw5w/bt2+VZwx+kT5+ewMBAXr58Sbt27UhISFA6kvgvUVFRLF++HDc3N6ytrdFqtZw7d44ePXoQHh5OaGgoADVr1pQyNiGPHz/G29sbFxcXpkyZonQcsyLPkI3Y9u3bmT9/PgsWLKBatWpKxzE6hQoVYsOGDbi7uzNjxgyGDRumdCSLptfruXTpkmE/+PTp06RKlYpatWoxffp01Go1RYoUMfz6yMhIBdOKb5E4GpGQkCCjEclA/tc0UteuXaNTp060atWK3r17Kx3HaDVr1oyRI0cycuRIqlatKiMUKezz588cO3bMcL/o27dvkzlzZpo2bUrfvn1xc3OTTWszMmbMGI4cOcLBgwfJmzev0nHMjhSyEXr79i2enp7Y29ub5WhEUhs/fjwnT56kVatWnDt3Djs7O6UjmbVXr14ZzoN37drF8+fPyZcvH2q1GrVaTb169SzqM/KWYseOHUydOpVp06ZRp04dpeOYJSlkI6PX6+nevTt37twhIiLCLEcjklqqVKnYsmWLYYTi4MGDMkKRxB48eMCOHTvQ6XQcOnSIT58+UaFCBXr37o1arcbJyUn+4WjGbt++Tbt27VCr1fj7+ysdx2xJIRuZ5cuXs3HjRjZt2kSZMmWUjmMycuXKxbZt26hbty7Dhw+3qNuKJge9Xs/FixcNL0WfPXuWVKlSUadOHWbOnIlaraZQoUJKxxQp4MOHD2i1WnLmzMm6devkH17JSArZiJw5c4Z+/frRs2dPWrdurXQck+Pi4sKMGTMYOHAgNWrUoEWLFkpHMilxcXEcPXrUUMJ3794la9asNG3alIEDB9K0aVP5eJkF6tevH5cvX5bRiBQghWwknj17ZhiNmDNnjtJxTFb//v0NIxTly5eXEYp/8fLlS3bv3m04D3758iX58+dHrVaj0WioU6cOadOmVTqmUMj69etZsWIFq1atwsHBQek4Zk8K2Qgkjka8fv2aI0eOyBtivoNKpWL16tVUqVIFrVbLyZMnZYTiv9y7d4/g4GCCg4M5fPgwcXFxVKpUif79+6PRaKhUqZK8LCn49ddf6d69Ox07dqRz585Kx7EIUshGYOrUqYSGhrJr1y4KFiyodByTlzVrVgIDA6latSq9evVizZo1Fl0wer2e8+fPG16KPnfuHKlTp6ZevXrMmTMHtVptkWMl4u8ljkYUL15cRiNSkBSywg4cOMCYMWMYPXo0TZo0UTqO2ShfvjzLli2jffv2uLi44Ofnp3SkFPXp0yeOHDliKOH79++TLVs23Nzc8Pf3p2nTpmTLlk3pmMII6fV6OnfuzOPHjzl79qy8wpSCpJAV9PDhQ3x8fGjYsCFjxoxROo7ZadeuHWFhYfTu3RtHR0ezH6F48eIFoaGh6HQ6QkNDefXqFQUKFKB58+ZoNBpq1aol58HiX82bN4+goCB++uknGY1IYVLIComLi8Pb25t06dKxceNGGY1IJvPnz+fMmTNotVrOnj1rdu8SvnPnjuE8+MiRI3z+/BknJycGDRqERqOhQoUKFv1yvfg6YWFh+Pv7M3jwYH744Qel41gcKWSFDB06lIiICI4ePYqtra3SccxW4giFk5MTHTp04OeffzbpgXu9Xk9kZCQ6nQ6dTsfFixdJkyYN9evXZ/78+ajVauzt7ZWOKUzQkydP8Pb2pnr16kydOlXpOBZJClkBgYGBzJ07l/nz51O9enWl45i9woULG0YoZs6cydChQ5WO9FU+fvzIoUOHDM+EHz58SPbs2WnWrBmjRo3C1dWVrFmzKh1TmLD4+Hh8fHyIj49n69atMhqhEPlfPYVdv36dTp064e3tTZ8+fZSOYzGaNWvGiBEjGDFiBFWrVqVu3bpKR/pHz549Y9euXeh0Onbv3s2bN28oVKgQWq0WjUZDzZo15fagIsmMGTOGw4cPc+DAARmNUJAUcgpKHI3Ily8fq1atkrO9FPbfIxTG9oPn9u3bhpeijx07Rnx8PFWqVGHYsGGo1WrKlSsnf2ZEkgsJCWHKlClMnTrV6P+hau6kkFOIXq+nR48e3Lp1i4iICLJkyaJ0JIuTOnXqP41QHDhwQNFnmQkJCZw5c8awH3zp0iXSpk1LgwYNWLx4Me7u7uTLl0+xfML83blzB19fXzw8PGQ0wghIIaeQFStWsGHDBjZt2kTZsmWVjmOxcufObRihGDlyJDNmzEjRx//w4QMHDx40nAdHR0eTM2dOmjVrxrhx42jcuLH8Y02kiMTRiOzZs7Nu3TqTfrOjuZBCTgFnz56lb9++9OjRQ0YjjEDNmjWZMWMGgwYNokaNGjRv3jxZH+/p06eEhISg0+nYs2cPb9++pUiRIrRq1QqNRoOLi4u8iUakuP79+3Pp0iVOnjxpdh8HNFXyUyCZJY5GVKxYkblz5yodR/yfAQMGcOLECdq3b8/Zs2eT/AYIN27cMLwUffz4cRISEqhatSojR45ErVZTpkwZOQ8WitmwYQPLly9n5cqVMhphRKSQk1FCQgLt2rXj1atXHD58WEYjjIhKpWLNmjVUrlzZMEKRIUOGb/56CQkJREREGG5VeeXKFdKlS0fDhg1ZtmwZ7u7uRvcmMmGZfv31V7p160b79u1lNMLISCEno2nTprFr1y5CQkJkNMIIJY5QVKtWzTBC8TXev3/PgQMH0Ol07Nixg8ePH2NjY4O7uzuTJk2icePGZMqUKZnSC/H1Xr16ZRiNWLJkibxKY2SkkJPJgQMHGD16NKNGjaJp06ZKxxF/o0KFCixdupQOHTrg4uLyr88YYmJiDOfBe/fu5d27dxQvXhxfX1/UajU1atSQ26AKo/TH0YgzZ87IaIQRkkJOBomjEfXr12fs2LFKxxH/on379oSFhdGrVy8cHR3/50zt+vXrhpeiT5w4gV6vp1q1aowZMwaNRkPJkiXlmYYwevPnzycwMJCgoCCKFy+udBzxF6SQk1hcXBwtW7Ykbdq0bN68WZ4tmYgFCxZw9uxZtFotERERXLt2zVDCV69eJX369DRq1IgVK1bg7u5O7ty5lY4sxBcLCwtjyJAhDBo0iBYtWigdR/wNKeQkNmzYMMLDw2U0wsQkJCTQvXt3evfujZ2dHZ8+fcLW1hYPDw+mTZtGo0aN5CU+YZISRyOqVasmoxFGTgo5CQUFBTFnzhzmzZsnoxEm4MmTJ+zcuROdTse+fft4//49+fLl4+HDh/Ts2ZMFCxbIKxzCpMXHx9O6dWs+f/7M1q1b5f7nRk5uzZJErl+/TseOHfH29qZv375KxxF/4+rVq0yfPh0XFxfy5MmDn58fz549Y/z48Vy9epUHDx4wbNgwli1bxvHjx5WOK8R3GTt2LIcOHSIgIAA7Ozul44h/Ic+Qk8C7d+/QarXY2dnJaISRiY+P5+TJk4bz4OvXr5MhQwZcXV1ZvXo17u7u/3O0MHHiRMLDw2nZsqVRjlAI8SVCQkKYPHkyU6ZMoV69ekrHEV9ACvk7JY5G3Lx5U0YjjMTbt2/Zu3cvwcHB7Ny5k9jYWHLnzo2HhwezZs2iYcOG/3gTkD+OULRq1YoDBw7IrS2FSUkcjXB3dze5/W9LJj9lvtOqVatYv349GzZskNEIBT169IgdO3YQHBzM/v37+fDhA2XKlMHPzw+NRoOzs/NX3Tw/d+7cbN26lXr16jFy5EimT5+ejOmFSDofP37Ey8uL7Nmzs379ehmNMCFSyN8hMjKSPn360L17d9q2bat0HIui1+v57bffDPvB4eHhWFlZUbNmTSZNmoRarf7uz1rWqlWL6dOnM3jwYGrUqIFGo0mi9EIkn/79+/Prr79y4sQJGY0wMVLI3+j58+d4enpSvnx55s2bp3Qci/D582dOnDhhKOGbN2+SKVMmXF1dWbduHW5ubtjY2CTpYw4cOJCwsDDDCEXRokWT9OsLkZQ2btzIsmXLWLFiBY6OjkrHEV9JCvkbJI5GvHz5kkOHDsloRDJ68+YNe/bsITg4mJCQEJ4+fUrevHnx8PBgwYIF1K9fn/Tp0yfb46tUKtauXUvlypXx9PT87hEKIZLLpUuX6Nq1K+3atcPPz0/pOOIbSCF/g+nTp7Nz505CQkIoVKiQ0nHMTlRUFDt27ECn03HgwAE+ffpEuXLl6NatGxqNhsqVK6fouVi2bNkMIxS9e/dm9erVKfbYQnyJ169f4+npSbFixVi6dKl80sNESSF/pUOHDjFq1ChGjRqFm5ub0nHMgl6v59KlS4b94NOnT5MqVSrDGa6Hh4fiLxVXrFiRpUuX0rFjR1xcXOjUqZOieYRIlDgaER0dLaMRJk4K+StERUXRqlUr6tWrx7hx45SOY9I+f/7MsWPHDCV8+/ZtMmfOTJMmTejbty9ubm7kzJlT6Zh/0qFDhz+NUFSqVEnpSEKwYMECtm/fTlBQECVKlFA6jvgOUshfKHE0Ik2aNDIa8Y1ev37N7t27DefBz58/x87ODrVajUajoV69ekZ/Hr9w4ULDCMWZM2fInj270pGEBTtx4gSDBw9m4MCBMhphBqSQv9Dw4cM5deoUR44cIVeuXErHMRkPHjwwnAcfOnSIT58+UaFCBXr37o1arcbJycmkzrvSp09PYGAgjo6OdOzYkZ9++smk8gvzkTgaUbVqVaZNm6Z0HJEEpJC/wE8//cTs2bOZO3cuNWrUUDqOUdPr9Vy8eNHwUvTZs2dJlSoVderUYebMmajVapN/I1yRIkVYv349Go2GWbNmMWTIEKUjCQuTOBoRFxcnoxFmRAr5X/z+++907NgRLy8v+vXrp3QcoxQXF8fRo0cN94u+e/cuWbJkoWnTpgwcOJCmTZua3Q0K1Go1Q4cOZfjw4VStWpXatWsrHUlYkPHjx3Po0CH27dtHvnz5lI4jkogU8j949+4dnp6e5MmTR0Yj/svLly/ZvXs3Op2OXbt28fLlS+zt7dFoNKjVaurWrUvatGmVjpmsJk2aZBihiIyMlBEKkSJCQ0OZOHEikydPpn79+krHEUlICvlv6PV6evbsyY0bNwgPDydr1qxKR1LcvXv3DOfBhw8fJi4ujkqVKtG/f3/UajUODg4W9Y+WxBEKR0dHfHx82L9/v4xQiGR19+5d2rZti7u7O8OGDVM6jkhi8tPjb6xevZp169axfv16ypcvr3QcRej1es6fP294KfrcuXOkTp2aevXqMWfOHNRqNQUKFFA6pqLy5MljGKEYNWqUvLlGJJuPHz+i1WrJmjWrjEaYKSnkvxAZGUnv3r3p1q0bvr6+SsdJUZ8+feLIkSOGEr5//z7ZsmXDzc0Nf39/mjZtSrZs2ZSOaVRq1arFtGnTGDJkCDVq1ECtVisdSZihAQMGcPHiRRmNMGNSyP/l+fPnaLVaypUrZzGjES9evCA0NBSdTkdoaCivXr2iQIECNG/eHLVaTe3atc3+PPh7DRo0iLCwMNq1aycjFCLJbdq0iaVLl7Js2TKcnJyUjiOSiRTyHyQkJNC+fXtevHjBwYMHk3W0QGl37941PAs+cuQInz9/xtHRkUGDBqHRaKhQoYJFnQd/rz+OUGi1Wk6cOCEjFCJJXL58ma5du+Lr60vXrl2VjiOSkRTyH8yYMYMdO3awc+dOk/+s7H/T6/VERkYaSvjChQukSZOG+vXrM3/+fNRqNfb29krHNGnZs2cnKCiIatWq0adPH1atWqV0JGHiEkcjihQpwrJly+QfyWZOCvn/HD58mJEjRzJy5EiaNWumdJwk8fHjRw4fPmwo4YcPH5I9e3aaNWvGyJEjcXV1lXePJ7GKFSuyZMkSOnXqhIuLCx07dlQ6kjBRer0ePz8/oqKiZDTCQkghA9HR0bRq1Yq6desyfvx4peN8l2fPnrFr1y6Cg4PZvXs3r1+/plChQmi1WjQaDTVr1pS7+iSzjh07EhYWRs+ePXF0dKRixYpKRxImaOHChWzbto3t27fLaISFsPhCThyNSJUqFVu2bDHJ0Yjbt28bngUfPXqU+Ph4qlSpgr+/PxqNhnLlyslLXSnsv0co5J3p4mucPHmSQYMGMWDAALRardJxRAqx+EIeMWIEJ0+e5PDhwyYzGpGQkMCZM2cM94u+dOkSadOmpUGDBixatAgPDw+5nZ7CMmTIQGBgIE5OTnTo0EFGKMQXi4mJwdvbG2dnZ6ZPn650HJGCLLqQf/75Z2bNmsWcOXNwcXFROs4/+vDhAwcPHiQ4OJjg4GCio6PJmTMnzZo1Y9y4cTRu3JgsWbIoHVP8QdGiRVm3bh3Nmzdn9uzZDB48WOlIwsgljkZ8/PiRbdu2yfGShbHYQv7999/p0KEDWq2W/v37Kx3nLz19+pSQkBDDefDbt28pUqQIrVq1QqPR4OLiIrdqNHIajQZ/f3+GDRuGs7OzjFCIfzRhwgQOHjzI3r175VUuC2SRP83fv3+PVqsld+7crF692qheSrx58yY6nQ6dTsfx48dJSEigatWqjBw5ErVaTZkyZYwqr/h3kydPNoxQnDt3jjx58igdSRih3bt3M3HiRCZOnEiDBg2UjiMUYJGF3KtXL37//XejGI1ISEggIiLCcB585coV0qVLR8OGDVm2bBnu7u6yImTiUqdOTUBAAA4ODvj4+LBv3z55ZUP8yd27d2nTpg1ubm4MHz5c6ThCIRb3U2H16tWsXbuWdevWKTYa8f79ew4cOIBOp2PHjh08fvwYa2tr3N3dmTRpEo0aNSJz5syKZBPJI3GEon79+owePZqpU6cqHUkYiY8fP+Ll5UWWLFlkNMLCWVQhnzt3jl69etG1a1fatWuXoo8dGxvLzp070el07N27l3fv3lG8eHF8fX1Rq9XUqFHDJD9yJb5c7dq1mTp1Kv7+/lSvXl1GKAQAAwcO5MKFC4SFhZEzZ06l4wgFWUwhv3jxAq1WS9myZZk/f36KPOb169cNL0WfOHECvV5PtWrVGDNmDGq1mlKlSsl5sIUZPHiwYYQiMjKSIkWKKB1JKGjz5s0sWbKEpUuXUrlyZaXjCIVZRCEnjkY8f/6c/fv3J9toRHx8POHh4YYSvnr1KunTp6dRo0asWLECd3d3cufOnSyPLUyDSqXixx9//NMIhTmPmIi/d+XKFbp06ULbtm3p1q2b0nGEEbCIQp41axbBwcHs2LGDwoULJ+nXfvfuHfv370en07Fz506ePHmCra0tHh4eTJs2jUaNGsk9aMWfZM+encDAQKpXr07fvn1ZsWKF0pFECkscjShcuLCMRggDsy/kI0eOMHz4cIYPH467u3uSfM0nT54YzoP37dvH+/fvKVmyJB06dECtVlOtWjU5Dxb/qFKlSixevJjOnTvj4uJC+/btlY4kUoher6dLly48fPiQ06dPkylTJqUjCSNh1oUcHR1Ny5YtqVOnDhMmTPiur3X16lXD/aJPnjwJQI0aNRg/fjxqtZqSJUsmRWRhQTp16kRYWBjdu3fHwcGBChUqKB1JpIBFixaxdetWtm3bJj83xJ+YbSF//vyZVq1aYWVlxZYtW776c5/x8fGcPHnSUMLXr18nQ4YMuLq6snr1atzd3bG1tU2m9MJSLFq0iLNnz+Lp6SkjFBbg1KlTDBo0iH79+uHl5aV0HGFkzLaQR4wYQVhYGIcPH/7iN1K9ffuWffv2Gc6DY2NjyZ07Nx4eHsyaNYuGDRuSIUOGZE4uLMkfRyg6depEYGCgnCeaqZiYGLy8vKhcuTIzZsxQOo4wQmZZyL/88gszZ85k9uzZ1KxZ8x9/7aNHj9ixYwfBwcHs37+fDx8+UKZMGfz8/NBoNDg7O8sH9UWyKlasGOvWreOHH35gzpw5DBo0SOlIIonFx8fTtm1bPnz4wLZt20ibNq3SkYQRMrtCvnHjBu3bt6dFixYMGDDgf67r9Xp+++03w0vR4eHhqFQqatasyaRJk1Cr1RQvXlyB5MKSNW/enCFDhjB06FCcnZ2pVauW0pFEEpo4cSL79u1j79692NvbKx1HGCmTLuSEBD07Lkax4vBT8vVYw8iDMdw9MA/bXLlZs2aN4aW/z58/c+LECcNow82bN8mUKROurq6sXbuWZs2aYWNjo/B3IyzdlClT/jRCIZ9ZNw+7d+9mwoQJTJgwgYYNGyodRxgxky3khAQ9/beeI/hiNFZA6my5+C32E1RqSW1NR1RWVgQFBREcHExISAhPnz4lT548qNVqFixYQP369eWGDMKo/PcIxd69e2WEwsTdu3ePNm3a0KRJE0aMGKF0HGHkTPZv+46LUQRfjAYgIfH/qPrPWe/Ru+8oUPMHXl48QLly5ejWrRsajYbKlSvLebAwannz5jWMUIwZM4YpU6YoHUl8o8TRiMyZM7Nhwwb52SP+lckW8uaIe1ipIEH/Fxf1CZTVdGP9T8spWrRoimcT4nvUqVOHKVOmMGzYMKpXr46Hh4fSkcQ3GDRoEOfPn+f48eNYW1srHUeYAJP9J9uD5+/+uowBVFa8/JyaT58+odf/3S8Swnj5+/ujVqtp164dt27dUjqO+EqbN29m8eLFzJs3jypVqigdR5gIky1k+xwZsfq7j2vqE3h2/3fKlClDyZIlGTx4MMeOHSM+Pj5FMwrxrVQqFevWrSNnzpx4eXnx4cMHpSOJL3TlyhW6du1KmzZt6N69u9JxhAkx2UJu7VzgH58hL+jrxY4dO6hbty4bN26kdu3a5M6dmw4dOvDzzz/z9u3bFM0rxNdKHKG4fPky/fr1UzqO+AJv3rxBq9VSqFAhli9fLjd5EV/FZAvZo4Id6op2AIZnyon/VVe0o4VTIdzd3VmxYgVRUVGcOnWKrl27cvr0aVq0aIG1tTXu7u6sXLmS6Ohohb4LIf6Zg4MDixcvZsWKFaxfv17pOOIfJI5G3L9/n6CgIBmNEF9Npf+CQ9ZXr16RLVs2Xr58SdasWVMi1xdJ/Bzy5oh7PHj+HvscGWjtXACPCnZY/e3r2f+5eUhwcDDBwcEcO3aMhIQEqlatilqtRqPRUKZMGfmXrTAqnTp1IiAggPDwcMqXL690nCQRGRmJk5MTZ8+exdHRUek4323RokX06dOHrVu34u3trXQcYUS+tENNupCTwtOnTwkJCSE4OJjdu3fz9u1bihYtaihnFxcX+SyoUNy7d++oXr0679+/5/Tp02YxQmFOhXzq1Clq165Njx49mD9/vtJxhJH50g412Zesk4q1tTXt2rUjMDCQ2NhYdu3aRcOGDQkICKBu3brkzp3bcP3169dKxxUWKmPGjAQFBfH48WM6deoknx4wIrGxsXh7e1O5cmVmzpypdBxhwiy+kP8offr0NG3alGXLlvHgwQMiIiLo0aMH58+fx8vLCxsbG9zc3Fi2bBlRUVFKxxUWplixYvz444/89NNPzJ07V+k4gv+MRrRp04b379/LaIT4blLIf8PKyooqVaowadIkLl68yM2bN5k+fTofPnygd+/e5MuXD2dnZyZNmsSvv/4qz1hEivjhhx8YPHgw/v7+HD9+XOk4Fm/SpEns27ePzZs3y2iE+G4Wf4b8LZ49e0ZoaCg6nY7Q0FDevHlD4cKFUavVqNVqatWqRZo0aZSOKczU58+fqV+/Pjdv3uTcuXPkypVL6UjfxNTPkPfs2UPTpk0ZP348o0ePVjqOMGJyhpyMcubMSZs2bdi2bRuxsbHs3r2bJk2aEBgYSIMGDciVKxdt27Zl27ZtvHr1Sum4wsykTp2arVu3Eh8fj4+Pj9zwRgGJoxGurq6MHDlS6TjCTEghf6d06dLh6urKkiVLuH//PmfOnKFPnz5cunSJli1bYmNjY7j+4MEDpeMKM5E3b14CAgI4fPgwY8aMUTqORfn06RPe3t5kypSJjRs3ymiESDLyJykJqVQqnJycmDBhAufPn+f27dvMnj2b+Ph4+vXrR/78+f90Xc6dxfeoW7cukydPZsqUKezcuVPpOBZj0KBBREZGsn37dhmNEElKCjkZFSpUiD59+rB//35iYmLYvHkzxYsXZ/bs2Tg4OFC4cGH69u3L/v37iYuLUzquMEH+/v54eHjg6+vL7du3lY5j9gICAli0aBHz5s3D2dlZ6TjCzMibuhTw6dMnjhw5QnBwMDqdjvv375MtWzaaNm2KRqOhadOmZnHjB5Eynj9/jpOTEzly5CAsLIz06dMrHemLmNqbun777TeqVKmCRqNh48aNcjc/8cXkTV1GLG3atDRq1IiFCxdy9+5dIiMjGTBgANeuXcPHxwcbGxsaNWrEokWLuHfvntJxhZHLkSMHQUFBXL58mf79+ysdxyy9efMGT09PChYsKKMRItlIIStMpVLh4ODA2LFjiYyM5O7du8ybNw+VSsXAgQMpWLAgDg4OjBs3jsjISDl3Fn/JwcGBRYsWsXz5cjZs2KB0HLOi1+vp2rUr9+7dIzAwkMyZMysdSZgpKWQjU6BAAXr16sXevXuJiYkhICCA0qVLM2/ePJycnP50/dOnT0rHFUakc+fOtG/fnm7duvHrr78qHcdsLFmyhC1btrB69WpKly6tdBxhxuQM2UTExcVx9OhRw7nz3bt3yZIly5/OnXPkyKF0TKGwP45QnDlzxqj/vprCGXJ4eDi1atWie/fuLFiwQOk4wkTJGbKZSZMmDQ0aNGD+/Pncvn2bCxcuMGTIEG7evEmbNm3IlSsXDRo0YMGCBdy5c0fpuEIhGTNmJDAwUEYoksDTp0/x8vLCycmJWbNmKR1HWAApZBOkUqmoUKECo0eP5syZM9y/f58FCxaQJk0aBg8eTOHChalYsaLhuvxQtizFixdn7dq1BAUFyRTgN0pISKBt27YyGiFSlBSyGbC3t6dHjx7s3r2b2NhYtm3bRoUKFVi8eDFVqlT50/WPHz8qHVekgBYtWjBo0CCGDBlCWFiY0nFMzqRJk9izZw+bN28mf/78SscRFkLOkM1YXFwcx48fN5w73759m8yZM9OkSRM0Gg1ubm7kzJlT6ZgimcTFxVG/fn1u3bpllCMUxnqGvHfvXpo0acK4cePktqQiSXxph0ohWwi9Xs/ly5fR6XQEBwcTERFBqlSpqFWrFmq1Go1GQ5EiRZSOKZJYVFQUDg4OlC9fnj179pAqVSqlIxkYYyHfv38fBwcHKleuzK5du+Q+1SJJyJu6xJ+oVCrKlSvHyJEjCQ8P5+HDhyxevJiMGTMyfPhwihYtSvny5Rk5ciQREREkJCQoHVkkATs7OwICAjh06BBjx45VOo5R+/TpE15eXmTMmFFGI4Qi5E+chbKzs6Nbt26EhIQQGxtLYGAgjo6OLFu2jKpVq2Jvb0+3bt3YtWsXHz58UDqu+A716tVj0qRJTJ48mZCQEKXjGK3BgwcTGRlJYGAgNjY2SscRFkgKWZA5c2Y8PT1Zt24djx8/5siRI/j4+HDgwAGaNWuGjY2N4XpsbKzSccU3GDp0KO7u7vj6+srH4v7C1q1bWbhwIXPnzpXRCKEYOUMWf0uv1/Pbb78Zzp1PnTqFlZUVNWvWNJw7FytWTOmY4gsljlBYW1tz/Phx0qVLp2geYzlDvnr1KlWqVMHDw4NNmzbJfapFkpMzZPHdVCoVZcqUYfjw4Zw8eZLo6GiWL19O1qxZGTVqFMWLFzdcP3XqlJw7G7kcOXIQGBjIr7/+KiMU/ydxNCJ//vysWLFCylgoSgpZfLE8efLg5+fHjh07iI2N5eeff6Zq1aqsWrWK6tWrY2dnR5cuXdixYwfv379XOq74C46OjixYsIBly5axceNGpeMoSq/X061bN+7evUtQUJCMRgjFSSGLb5IpUyaaN2/O2rVrefToEceOHcPX15cjR46gVquxsbHhhx9+YO3atcTExCgdV/xBly5daNeuHV27duXSpUtKx1HM0qVL2bx5M6tWrZLRCGEU5AxZJLmrV68azp1PnjwJQI0aNdBoNGg0GkqUKKFwQvHu3TuqVavGx48fOX36tCJ/r5U8Q46IiKBmzZp069aNhQsXpuhjC8sjZ8hCMaVKlWLo0KGEhYURHR3NqlWrsLa2ZuzYsZQsWdJw/cSJE8THxysd1yIljlBER0fj5+dnUfc7TxyNcHR0ZPbs2UrHEcJAClkkq9y5c9OpUyd0Oh2xsbHodDpcXFxYu3YtLi4u5M2bl86dO6PT6Xj37p3ScS1KiRIl+PHHH9m+fbvFTAsmJCTg6+vL27dvZTRCGB0pZJFiMmbMiFqtZvXq1URHRxMWFkbHjh05ceIEzZs3x9ra2nD98ePHSse1CC1atGDgwIEMHjyYEydOKB0n2U2ePJndu3ezadMmChQooHQcIf5EzpCFUbh+/bphBOPEiRPo9XqqVauGRqNBrVZTqlQp+UhKMomLi6NevXrcuXOHyMjIFBuhSOkz5H379uHq6sqYMWMYN25csj+eEIlkXEKYrJiYGEJCQtDpdOzdu5d3795RvHhxQznXqFHDqEYSzMHDhw9xdHRM0RGKlCzk+/fv4+joiKOjI7t27ZI/PyJFyZu6hMmytbWlQ4cO/Pzzz8TGxrJjxw7q1q3Lhg0bqF27Nnny5KFjx478/PPPvH37Vum4ZiFfvnxs2bKFQ4cOmd2zx0+fPuHt7U2GDBnYtGmTlLEwWlLIwqhlyJABd3d3VqxYQVRUFCdPnqRLly5ERETQokULrK2tcXd3Z+XKlURHRysd16TVr1+fiRMnMmnSJHbt2qV0nCTj7+/P2bNn2b59u4xGCKMmhSxMhpWVFdWqVWPKlClcvnyZ33//nSlTpvD69Wu6d++OnZ0d1apVY+rUqVy+fNmiPsqTVIYNG4a7uztt27bl7t27Ssf5btu2bWP+/PnMmTOHqlWrKh1HiH8kZ8jCLDx9+tRw7rxnzx7evn1L0aJFDSMYLi4upE6dWumYJuHZs2c4OTlhY2OTrCMUyX2GnDga4e7uzubNm+VNgUIxcoYsLIq1tTXt2rUjKCiI2NhYQkJCaNiwIQEBAdStW5fcuXMbrr9+/VrpuEYtZ86cbN++nYsXLzJgwACl43yTt2/fotVqsbe3Z+XKlVLGwiRIIQuzkz59etzc3Fi2bBkPHjwgPDycHj16cO7cObRaLTY2Nri5ubF8+XKioqKUjmuUKleuzIIFC1i6dCmbNm1SOs5XSRyNuHPnjoxGCJMihSzMmpWVFc7OzkyaNIlff/2VmzdvMn36dD58+ECvXr3Ily/fn67LufP/17VrV3x9fenatSuXL19WOs4XW7ZsGZs2bWLlypWUKVNG6ThCfDE5QxYW69mzZ+zatYvg4GBCQ0N58+YNhQsXNpw716xZkzRp0igdU1Hv3r2jatWqxMXFcfr0abJkyZJkXzs5zpBPnz5NzZo16dKlC4sWLUqSrynE95IzZCH+Rc6cOWnbti3btm0jNjaW0NBQmjRpQmBgIPXr1yd37tyG669evVI6riIyZsxIUFAQUVFRRj9CkTgaUalSJRmNECZJClkIIF26dDRp0oQlS5Zw//59zpw5Q+/evfn1119p2bIlNjY2husPHjxQOm6KKlGiBGvWrGHbtm1GO1WYOBrx+vVrtm/fnmzvDBciOUkhC/FfVCoVTk5OTJgwgQsXLnD79m1mzZrF58+f6devH/nz56dy5cqG68b8rDGpaLVa+vfvz6BBgwwb18ZkypQpMhohTJ6cIQvxFZ4/f87u3bvR6XSEhoby6tUrChYsaDh3rl27ttmeO8fFxVG3bl3u3btHZGQktra23/X1kuoMef/+/TRu3JjRo0czfvz478okRHKQM2QhkkGOHDnw8fEhICCAmJgY9u7di7u7O7/88gsNGzbE1taW1q1bExAQwMuXL5WOm6TSpEnDtm3b+PjxI61btyY+Pl7pSDx48AAfHx8aNWrEmDFjlI4jxHeRQhbiG6VNm5ZGjRqxaNEi7t69S2RkJP379+fq1av4+Phga2tL48aNWbRoEffu3VM6bpJIHKE4ePCg4s9GE0cj0qdPL6MRwixIIQuRBFQqFQ4ODowbN47IyEju3r3LnDlzABgwYAAFCxY0XD937pxJnzs3aNCACRMmMHHiREJDQxXLMXToUM6cOSOjEcJsSCELkQwKFChA79692bt3L7GxsQQEBFC6dGnmzZuHo6MjBQsWNFz/9OmT0nG/2vDhw3Fzc1NshGL79u3MmzeP2bNnU61atRR/fCGSg7ypS4gUFBcXx9GjR9HpdAQHB3P37l2yZs1K06ZNUavVuLm5kT17dqVjfpFnz57h6OhIrly5OHbs2Fd/1Ohb39R17do1KleujJubGwEBAXKfamH05E1dQhihNGnS0KBBAxYsWMDt27c5f/48gwYN4saNG7Rp0wZbW1vD9Tt37igd9x/lzJmTwMBALly4wMCBA1PkMd++fYunpyf29vasWrVKyliYFSlkIRSiUqmoWLEiY8aM4cyZM9y/f58FCxaQJk0aBg8eTOHChf903RjPnStXrsz8+fNZsmQJmzdvTtbH0uv1dO/endu3bxMYGJikt/EUwhhIIQthJOzt7enRowe7d+8mNjaWbdu2Ub58eRYuXEiVKlXInz+/4frHjx+VjmvQrVs32rZtS5cuXZJ1hGL58uVs3LiRlStXUrZs2WR7HCGUImfIQhi5uLg4jh8/TnBwMDqdjtu3b5M5c2aaNGmCRqPBzc2NnDlzKprx7du3VK1alc+fP3/xCMXXnCGfOXMGFxcX/Pz8WLx4cVLFFiJFyBmyEGYiTZo01KtXj7lz53Lz5k0uXrzIsGHDuHv3Lr6+vuTKlYt69eoxb948bt26pUjGTJkyERQUxMOHD+nSpUuSvrz+7NkztFotFStWNHyUTAhzJIUshAlRqVSUL1+ekSNHEhERwcOHD1m8eDEZMmRg6NChFC1alPLlyzNq1CgiIiJISEhIsWwlS5ZkzZo1bN26NcmmD2U0QlgSKWQhTJidnR3dunVj165dxMbGEhgYiIODA0uXLqVq1arY29sbrn/48CHZ83h5edGvXz8GDRrEqVOnvvvrTZ06ldDQUDZu3EjBggWTIKEQxkvOkIUwQ58/fyYsLMxw7nzz5k0yZcqEq6srGo2GZs2aYW1tnSyP/enTJ+rWrcv9+/f/cYTi386QDxw4QOPGjRk5ciQTJkxIlqxCpIQv7VApZCHMnF6v57fffkOn06HT6QgPD8fKyoqaNWui0WhQq9UUK1YsSR/zwYMHODg44ODgQGho6F/eZ/qfCvnhw4c4ODhQqVKlv/39QpgKeVOXEAL4z7lzmTJlGD58OKdOnSI6Opply5aRNWtWRowYQfHixSlbtqzhelKcO9vb27Nlyxb279/PxIkTv+r3xsXF4e3tTbp06WQ0QlgUKWQhLEyePHno0qULO3bs4OnTp/z00084OzuzatUqqlevjp2dHV26dGHnzp28f//+mx+nYcOGTJgwgQkTJrB79+4v/n1Dhw4lIiKCbdu2fffmshCmRApZCAuWKVMmfvjhB9auXcujR484evQovr6+HDlyBA8PD2xsbAzXY2JivvrrjxgxgiZNmtCmTZsvmqAMDAxk7ty5zJo1i+rVq3/LtySEyZIzZCHE/9Dr9Vy7ds0wgnHy5ElUKhU1atRArVaj0WgoUaLEF32tp0+f4ujoSJ48eTh69Kjho0v/fYZ8/fp1KleuTNOmTWU0QpgVOUMWQnwzlUpFqVKlGDp0KGFhYURHR7NixQpy5szJ2LFjKVmyJKVLl2bo0KGcOHGC+Pj4v/1a1tbWBAYGGoY0/kriaISdnZ2MRgiLJYUshPhXuXPnpnPnzuh0OmJjY9HpdNSoUYO1a9fi4uKCnZ0dnTt3Jjg4mHfv3v3P769SpQrz5s1j8eLF/zNCodfr6dGjB7du3SIoKEhGI4TFkpeshRDfLD4+nvDwcMNHqq5du0aGDBlo1KgRarUad3d3cufODfyneH19ffnlFx0zth4g5NpLLtx4gF22dFzWLWfZiK74tm2j8HckRNKTzyELIVLctWvXCA4OJjg4mLCwMACqVauGRqNBo9Fgly8fDr0WEJ+vEipAD+gT4lFZpUJd0Y553pWwspKXq4V5kUIWQigqJiaGkJAQdDode/fu5d27dxSp50181XZ/+3vmt6yEplK+FEwpRPKTQhZCGI33799z4MABRh2K5XnqnKis/vdmH1YqqFIoJ1u7ysedhHmRd1kLIYxGhgwZcHd3J1Ou/H9ZxgAJenjw/NtvRCKEqZNCFkKkGPscGfm7I2IrFdjnyJCygYQwIlLIQogU09q5AAl/c0iWoP/PdSEslRSyECLFeFSwQ13RDsDwTDnxv+qKdnhUsFMomRDKS610ACGE5bCyUjHPuxINSuVic8Q9Hjx/j32ODLR2LoBHBTv5yJOwaFLIQogUZWWlQlMpn3y8SYj/Ii9ZCyGEEEZAClkIIYQwAlLIQgghhBGQQhZCCCGMgBSyEEIIYQSkkIUQQggjIIUshBBCGAEpZCGEEMIISCELIYQQRkAKWQghhDACUshCCCGEEZBCFkIIIYyAFLIQQghhBKSQhRBCCCMghSyEEEIYASlkIYQQwghIIQshhBBGQApZCCGEMAJSyEIIIYQRkEIWQgghjIAUshBCCGEEpJCFEEIIIyCFLIQQQhgBKWQhhBDCCEghCyGEEEZAClkIIYQwAlLIQgghhBGQQhZCCCGMgBSyEEIIYQSkkIUQQggjIIUshBBCGAEpZCGEEMIISCELIYQQRiD1l/wivV4PwKtXr5I1jBBCCGFuErszsUv/zhcV8uvXrwHInz//d8YSQgghLNPr16/Jli3b315X6f+tsoGEhASioqLIkiULKpUqSQMKIYQQ5kyv1/P69Wvs7Oywsvr7k+IvKmQhhBBCJC95U5cQQghhBKSQhRBCCCMghSyEEEIYASlkIYQQwghIIQshhBBGQApZCCGEMAJSyEIIIYQR+H8h3Ch9Gx7tJwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3qIq5c+eCiHDs2LFsf1+xYgXEYnE2f9ScEzcAhIaG5tphx8XFwcHBATExMWqF0OfPn9G0aVMQEQYOHMirXphlWVy8eBGDBg2Ch4cHiAiFChVC//79cfbsWd4FtFwux9mzZ5VRzhRBOAYNGoSLFy/yepyblpaGAQMGgIjQrFkztT7dLMsiJiYGjo6OuVyoWrdujZIlS2b7W86x/fjxI0QiEVauXJntvqNHjyp91dVx7949BAcHw8zMDOvWrdPjVwoIaEcQygI/BN++fUOnTp1AROjUqZNGN6Jbt25BJpNh4MCBua5FRUWhWrVq2f6mSiiPGzcOtra2uXS5u3btAhHhl19+UVs/y7JYsGABTExMUKFCBTx//pzjr+SOXC7HmTNnsglMT09PDB48GJcuXdJbYLIsi0uXLmHw4MHw9PQEEcHNzQ39+vUziuAHvqsZFOFMFy5cqLHta9euBRHlOolIT0+HjY0NYmNjs/1d1dhWrVo1m82AggEDBkAmk+Gff/5RW/+3b9/QsWNHEBE6d+6stEsQEOALQSgLFHju37+v3KFoEobAdx1gaGgoAgMDcxldff36FVKpFPPnz8/2d1UT99WrV0FEOHr0aK46OnToACsrK5WGZVm5cOECChcuDHt7e/z+++9afqX+ZGZm4uTJk+jZsyecnJxARPD29saIESNw7do1rQKaZVlcu3YNI0aMgLe3N4gITk5O6NmzJ06ePGlUHfbBgwdhb2+PwoUL48KFCxrvffz4MSwtLdGxY8dc144cOQIiynXkrWps582bB5lMliuAS3JyMgIDA1GyZEmtJxxr166FmZkZQkJCcP/+fS2/UkCAO4JQFijQ/Prrr7C0tIS/vz9u3ryp9f4RI0bAxMQEV69ezXVt+/btICI8ffo0299VTdwsy6Jw4cLo06dPrnK+fPmCIkWKoHLlyloF1sePHxEdHQ0iwqhRo5SuO8YiIyMDR44cQZcuXWBvbw8igp+fH8aOHZtrB6gwJvPz8wMRwd7eHl27dsWRI0fypJ0jR44EEaF+/fpaY4RnZmYiPDwcXl5eKueW3r17o0iRIrkWIKrG9smTJ8pEJDm5evUqTExMlEFGNHHz5k34+fnBysoqm3W/gIAhCEJZoECSmpqK3r17g4jw008/cQpLefr0aTAMg2nTpqm83rp1a4SGhub6u6qJGwD69u0LT09PlTvNU6dOgWEYTJ8+XWu75HI5pk+fDrFYjKpVqyoDkxib9PR0/P777/j555+V7kq+vr6oXr06fH19QUSwsbFBhw4d8tTt6s2bN6hatSrEYjFmzJjB6Uh82rRpYBgGf/31V65rLMvCw8MD/fr1y3VN3diGhITkshlQMHXqVDAMg9OnT2tt19evX/HTTz+BiNCnTx+VXgACArogCGWBAseTJ09QpkwZSKVSLF26lJN+9MuXL/Dy8kJ4eLjK3as6nSOgfuI+duyYyr8rGDZsGExMTNRaCefk1KlTcHNzg4uLC44fP87pGT54/PgxJk6ciKJFi4KIlP95eXlh4sSJePz4cZ615dixY3B2doabmxtOnTrF6RnF7nX48OEqryuyfKnqU3Vjq85mAPi+K69UqZLaXXlOsvrLly1bNtdJjICALghCWaBAsXfvXtja2qJo0aK4cuUK5+c6duwIS0tLtQJGnc4RUD9xp6enw87OLlvs66ykpqYiJCQEQUFBnIOGvH37FjVr1lSGhjSWS9OzZ88wc+ZMlClTJlsoz127diE+Ph67du1CixYtlCEwy5Qpg1mzZhnFKA34flqgCFlas2ZNzjmnU1JSEBgYiNDQULW70DFjxsDOzk7lkbu6sdVkMwD8T3/dqVMnTu0EvsdK9/Lygq2tLfbu3cv5OQGBrAhCWaBAkJ6ejiFDhoCIEBMTo1PM4d27d4OIsGbNGrX3qNM5AuonbgBo27YtQkJC1JZ78+ZNSKVSDBo0iHN7MzMzERsbC4ZhUKdOHXz48IHzs5p49eoV5s2bhwoVKiiTXjRp0gTbtm1TmzgjKSkJv/76K5o0aQKZTKZXsghtvH//HnXq1AHDMIiNjdXJcGzgwIGQyWQafYODg4PRrl07ldfUja0mmwEFisxSv/32G+f2fvr0CY0aNQIRYejQoQU2EptAwUUQygL5zsuXLxEeHg6JRII5c+bo5M4TFxcHR0dHNGrUSO1zmnSOgGahvHPnThCRxiPeOXPmqPSJ1saff/4JR0dHuLu74+zZszo9q+Dt27dYvHgxIiIiwDAMTExM0KBBA2zatEnn9JBZ0yqamJiAYRhERERg8eLFePv2rV7tO3PmDNzd3eHk5ITDhw/r9KzCd3ju3Llq73n06BGICLt27VJ5XdPYarIZAL6/Nw0bNoSjo6NOvz9rtrLKlSvztrgR+G8gCGWBfEUhmDw8PHQWTCzLIjo6Gs7OzhqPQxU6R3VCU9PEnZiYCJlMplEwKKKHeXp66pxV6NWrV8oFyezZszktSD58+IAVK1agRo0aEIlEkEgkqFu3Ln755RfesholJCTgl19+Qd26dSGRSCASiVCjRg2sWLGC086eZVnMnj0bYrFYL8GUkJAADw8PVK9eXeMR/5w5cyCTydSGv9Q0tgqhrynhxLt37+Dk5IT69evr7PutWJA4OjrqvCAR+O8iCGWBfCEzMxPjxo0z6Ah3xYoVICLs379f431jx46FnZ2d2qNETRM3AERHR6Nq1aoa63j+/Dmsra3Rtm1bTm3PSnp6OoYNGwYiQqNGjfDp06dc93z69Alr1qxBZGQkxGIxRCIRatWqhVWrVmWLTmYMPn78iJUrVyp14WKxGHXq1MHatWvVtlVxhDts2DC9jnDbtGkDGxsbrTruKlWqoH79+mqvaxrb9PR02NraYty4cRrr2LdvH4goVxQwLmQ9uh83bly+xy0XKPgIQlkgz3n79q1ylzd58mS9jJ0ePnwIc3NzdOvWTeu9mnSOgHahvGrVKohEIq0Lh40bN+bKSKULOY3cvnz5gg0bNiA6Olp5nFy1alUsXbqUs6EU37x9+xZLly5F1apVlcfl0dHR2LBhA758+aI0drKzs1OmxtQVReamTZs2abzv/fv3EIlEWL16tdp7tI2tNpsBBV27doWFhYVeKSjlcjkmTZqkNHLTVxUg8N9AEMoCeQofbkEZGRmoUKECfHx8tGbtefz4MYgIO3fuVHuPton77du3YBhGazQxVbmbdeWff/6Bt7c3GIaBRCIBEaFSpUpYsGABXr9+rVeZxuL169dYsGABKlWqBCJSHnP7+PhoDFWpCU05jnOydu1aMAyjUchpG9sdO3aAiLRGZ0tMTIS3tzcqVqyod2CVY8eOwcXFRSd3MIH/HoJQFsgT5HI5pk2bBpFIZHAADcWu49y5c1rvnTt3rkadI6B94gaASpUqISYmRmt9Hz9+hJubGyIjIznrIL99+4YdO3agWbNmMDMzAxHBxcUFRIQGDRrobLCV13z9+hUNGzZUZrAiIpiZmaF58+bYuXMn5/jQcrkctWvXhpubm9YIXwDQqFEjhIeHa7xH29h+/foVMplMYyIKBWfPnlWe7uhL1sAp06dPz7MsXwI/DoJQFjA6Hz9+RL169XgJNXn58mVIJBKMGTOG0/3adI4AN6E8Y8YMmJmZaUyEoeCPP/4AEWHx4sVq70lNTcWePXvQqlUrWFhYgIhQqlQpTJ8+Xblr27ZtG6ysrODn58cpxGh+kDXUpCLV5ePHjzF9+nSUKlUKRAQLCwu0atUKe/bs0RjxatGiRSAi/PHHH1rr/fbtG8zMzDBz5kyN93EZWy42AwpGjx4NiUSikw99TjIyMjBq1CgQEaKjo41uEyDwYyEIZQGjwmdShm/fviEgIABhYWGcjIc+fPgAkUiEVatWabyPy8R9//59EBHnoBC9e/eGmZkZ7t69q/xbWloaDh48iPbt28Pa2hpEhODgYEyaNEltUoP79+8jJCSEUzKOvGbt2rUwNTXVmJTh/v37mDRpEkqUKAEigrW1Ndq3b4+DBw9mS/pw9+5dmJqaavQbzsqePXtARHjw4IHG+7iM7cqVKyESiTgJx7S0NJQuXRoBAQEGZ4jSJRmHwH8HQSgLGAWWZTF//nxl+sIXL14YXGbfvn1hamqKO3fucLr/l19+0apzBLhN3ABQvHhxlRmKVPHt2zf4+fkhLCwMBw8eROfOnWFnZwciQkBAAGJjY3H79m1OZSUnJ6Nz584gInTs2JHTbt2YfPv2DR06dAARoUuXLpyF0+3btzFu3Dj4+/uDiGBnZ4fOnTvj999/R+nSpeHv78/5t3Xo0AGBgYFa7+MytnFxcWAYhnOO5Nu3b8PU1FSt37suPH/+HBUqVICJiQkWLFjAa45qgR8TQSgL8M7nz5/RtGlTEBEGDhyoNQ0eF/78808QERYuXMj5mUaNGqFSpUpa7+MqlEeMGAFHR0etbi2ZmZk4fvw4GjdurIwz7ePjg1GjRuHGjRt6T7zr1q2DmZkZgoODce/ePb3KMJR79+6hRIkSMDMz4yzEcsKyLG7cuIFRo0bBx8dH2UdNmjTB8ePHtfZvRkYGHBwcMHLkSK11cR3bihUrcrIZULBgwQIQES/+x2lpaRgwYACICE2bNsXnz58NLlPgx0UQygK8cvXqVfj4+MDGxiZXInp9iY+PR6FChVC7dm3OhjFcdY4A94n7woULICKVmYrkcjlOnz6NPn36wNXVFUSEIkWKIDw8HGKxmJNRGhdu3boFf39/WFpa4tdff+WlTK5s3boVlpaWCAgI0Bj2UhfOnTsHkUiE8PBwFClSBEQEV1dX9OnTB6dPn1Y53qdOnQIR4eLFi1rL5zq2utgMAN/Hu1atWihUqBAnozQu7Nq1C9bW1vD19eWc5ETg34cglAV4gWVZrFixAjKZDKVKlcKjR494K7dFixY6uxlx1TkC3CduuVwONzc3ZZxrlmVx/vx5DBgwAO7u7iAiuLu7Y8CAATh//jxYlkVGRgbKlSsHX19ftfGndSUxMRGtWrUCEaFXr15GTxeYmpqKnj17gojQunVrrW5oXElMTISvry/Kly+PjIwMlf3p4eGBgQMH4sKFC8oThoEDB6JQoUKcFmhcx1ZXmwHge3hYW1tb/PTTT5yf0cajR49QqlQpyGQyrFy5UjjO/g8iCGUBg0lMTETbtm1BROjRowfnjElc2Lx5M4hI511hhw4dULx4cU73cp24AaBbt25wd3fHkCFDlDs7FxcXjTu7+/fvw9zcHD169NDpN2iCZVksW7YMUqkUYWFhWv1s9eXx48cICwuDVCrF8uXLeRUS3bt3h7m5ucqFk1wux19//YU+ffoo3cO8vLwwdOhQuLu7o3v37pzq0GVsAwICONsMKNi6dSuICFu2bNHpOU2kpKSge/fuICK0bduWt0WQwI+BIJQFDOL27dsoXrw4LCwssHnzZl7LfvHiBWxsbNC6dWudntNF5whon7iz6kDd3NxARLC1tUX37t056UABYNmyZSAiHDx4UKffwqXt3t7esLW1xZ49e3gte8+ePbCxsYG3tzcnoaYLBw4cABFh+fLlWu9V6Oi7d+8OW1tbEBHc3Nw46eh1EcpcbQZy0qpVK9ja2vJizJiVTZs2wcLCAsWLF+dsFCjw4yMIZQG92bBhA8zNzREUFJTN9YcP5HI5atSoAQ8PD5XxlTWh0DlydTNRN3HfuXMHsbGxCAgIUFoLd+jQAebm5pgwYYJObWJZFlFRUXBxceEtVaOChIQEpVHZ4MGDDU4XmJ6ejkGDBoGI0LhxY94Nj96/fw8XFxfUq1dP5533+PHjYW5ujp9//lkpoBXW7Kqs8nURyufPn1drM6CJT58+wd3dHTVr1uQ9GMidO3cQFBQEc3NzbNy4kdeyBQomglAW0Jnk5GR07doVRIT27dvzpivNyrx580CkPgm9JgYNGgQ3NzfOE2TWifvBgweYNGkSgoOD1frVtmjRAmXKlNG5XW/evIGDgwMaN27Mu66QZVnMnTsXEokElSpVwsuXL/Uq58WLF6hYsSIkEgnmzZtnlHbGxMTAwcEBcXFxOj8fFhaGli1bAvhutXzgwAG0a9cOVlZWSr/vyZMnK4/EdRHKcrkcrq6uGDx4sM7tOnLkCIgI8+fP1/lZbSQlJaF9+/YgInTt2tVg/2iBgo0glAV04sGDBwgNDYWpqSnWrFljFEOUf/75BzKZDAMGDND5WZZl4e3trZP+VpEFSOE/mzUClSr9+JYtW0BEeh1X7tq1C0SktzuRNs6dOwcPDw84OjpyioyVlUOHDsHBwQEeHh68WYvn5JdffgGR+vzHmnjx4gWICFu3bs11LSUlRWWEtL59+3IWysB3PbePj49e73X//v0hk8mMctTMsixWr14NU1NTlCxZUq/EGAI/BoJQFuDMjh07YGVlhWLFiuH69etGqSMtLQ0lS5ZEYGCgXjuCmzdvgohw6NAhjfe9ePECc+bMQbly5ZR+srVq1cLOnTu1usUkJCRAIpFoDKOpiZ9//hlWVlZ4+vSpXs9r48OHD6hbty4YhsGYMWM4+VWPGTMGDMMgKiqK9+N1BU+ePIGVlRU6dOig1/OLFi2CiYmJ1uP0rLHEZTIZiAhBQUGYM2eO1oXU77//DiLSy+UrOTkZxYsXR6lSpXjxzVfF9evXUaxYMVhZWWlMsiLw4yIIZQGtpKWloV+/fiAiNG/e3KhjO3LkSJiYmODq1at6PT9p0iRYWVmpdBN68+ZNtqxGMpkMMTExmDp1qk67KQCoXbs2ateurVcbP3/+jCJFiiAiIsJo+XXlcjmmTJkCkUiE6tWrqz0qjouLQ/Xq1SESiTB16lSjJUjIzMxE5cqVUaRIEb3fn1q1aiEyMlKnZ06fPg0iQrVq1ZQCOjw8HAsXLlSZFCU1NRWWlpZ6J534+++/IZFIMGrUKL2e58KXL1/QvHlzEBH69+9vtAWAQP4gCGUBjTx79gzlypWDiYkJFi1aZFS/ydOnTyuFg75k1TkCwLt37zTm/wV00zsqWLJkCSQSCRISEvRq58mTJ8EwDGbMmKHX81w5fvw4XFxc4OrqipMnT2a7duLECbi6usLV1RUnTpwwajumT58OhmH0Tln46dMnSCQSLF26VKfnso7t58+fc+WnrlatWq781PraDChQLIbOnDmjdxnaYFlWeXJQrlw5PHv2zGh1CeQtglAWUMv+/fthZ2eHIkWK4NKlS0at6+vXryhatCgqVaqk9+5RoXNcuXIlVq1ahVq1akEkEkEsFiMyMhJr1qxRacmtj1B++fIliMggN7ChQ4fCxMTEaKoABXFxcahWrZpywZORkcFpF80X165dg4mJCYYNG6Z3GZs2bQIR6ZynWt3Yfvr0CWvWrEFkZCTEYjHEYjFq1aqFVatWYcWKFSAivY3lMjIyUKlSJXh7exs97ebFixdRpEgR2NnZ4cCBA0atSyBvEISyQC4yMjIwfPhwEH3P58tXGEFNdO7cGZaWlnj8+LFezyckJKBt27ZgGAZisRgikQg1atTAihUrtOpI9RHKAFCmTBm0aNFCr/YC349Kg4ODUaJECV4DrqhCoTcmIjg5OYFhGIwdO9Zox+cKUlJSEBQUhJCQEIMijzVv3hxly5bV+TkuY/v+/XssX74cNWrUUC7iGIZBu3bt9HYHe/ToESwsLNC5c2e9nteF+Ph41K9fH0SEESNGGJQaVSD/EYSyQDZev36NiIgIiMVizJw5M0/C/ClCYq5evVqn575+/YpNmzahQYMGkEqlyqAeixcv1mn3p69QnjRpEiwtLQ0SNjdv3oRUKtXLDUdXzp07pxTIjo6OOH/+vNHrHDRoEKRSqUH5oA3R8+o6tnFxcVi8eLHSB1oqlaJBgwbYtGmTzrveVatWgYh4D+qiCrlcjpkzZ0IsFqNKlSp4/fq10esUMA6CUBZQcuTIETg5OaFQoUI4ffp0ntT59u1bODk5oWHDhpwWAElJSdi2bRuaNGkCU1NTEBEqVKiAqVOnQiKRYMmSJTq3QV+hfOvWLU6W3tqYPXs2GIbB8ePHDSpHHTl9mC9cuGBUX2QFx44dAxFhzpw5BpWjsIj+559/dH5W37FdvHgxJBIJpk6digoVKoCIYGpqiiZNmmDbtm2cfPNZlkWDBg3g5OSkNX0oX/z1118oVKgQnJyccOTIkTypU4BfBKEsgMzMTIwfPx4Mw6BWrVrZjF6MCcuyqF+/PpycnDTWmZycjN27d6Nly5YwNzcHEaFMmTKYNWuW0sBFESNbHz2gvhM3y7Lw8fHhHIdZHXK5HNWqVYOnpyfv0bPURftKT0/H4MGDlSkTjVGvp6cnqlevbrBFd7du3eDr66vX4kHfsVXYJyhiWj979gwzZ85EWFgYiAjm5uZo2bIldu/erVH1oFh0NmjQIM+SS7x79w61atUCwzCYMGGC0VUUAvwiCOX/OO/evUPt2rXz5QNeuXKl2sw8qamp2LdvH9q0aaOM1hQaGoqpU6eqzEDVvHlzvS1m9Z24ge/Hs66urgYLnmfPnsHa2hrt2rUzqJysKOJi29jYqD1C/e2335TxrfV1Q1NF27ZtYW1tjefPnxtUjiFRtgDDxjYsLEylzcDDhw8xZcoUhIaGgohgZWWFtm3bYv/+/SrdkxTqmVWrVun1G/Qh60K7du3aebbQFjAcQSj/h1EcdTk7O+sVztIQHj58CAsLC3Tp0kX5t/T0dBw6dAgdOnSAjY0NiAiBgYGYMGEC7t27p7YsPnxL9Z24//rrL53ibGtiw4YNICJs377doHIUGaRkMhnCwsK0Gs89fvwYpUuXhkwm4yUT1LZt20BEvMRqVsSj1ledYsjYavJ5V3D37l1MmDABgYGBSpuGDh064NChQ9likHfu3BkWFha8pTTlSn6opAQMQxDK/0HkcjlmzJgBsViMiIiIPDcKycjIQMWKFeHt7Y1Pnz7hyJEj6Nq1KxwcHEBE8PPzw9ixYznrEA3ROQKGTdyZmZlwdHTEiBEj9Ko7KyzLolmzZrC3t9d7TBITE9G6dWsQfc+1zNWqOyUlhZecya9evYKdnR2aN2/Oy3Ht8OHD4eTkpPcJjiFjq6vNwK1btzBmzBgUK1YMRAQHBwd07doVR48exadPn1C0aFFUrFgxz62jX716hcqVK+ep8aaA/ghC+T9GfHw8GjRokK/uExMnToRIJEJMTAycnZ1BRChatChGjBiBa9eu6TxpdOvWTe94xYBhEzcAdOzYEQEBAXo9m5OPHz/Czc0NderU0fn33Lp1CwEBAbC0tFQZH5oLW7ZsgYWFBQICAnRe5LAsi8jISLi5ueHjx4961Z8Tf39/dOrUSe/nDRlbRRx1XW0GWJbF1atXMWLECBQtWhREBGdnZzRu3BgMw2DSpEk6t8VQcro56pp5TSDvEITyf4j8DDQgl8tx9uxZ/PTTT8pY056enhg8eDAuXbqkt0A1VOcIGC6U9+7dCyLSeMSuC4cOHQIR6WRJvn79epiZmaFEiRIGt+Pu3bsoUaIEzM3NsWHDBs7PLV68GESkcyIMTe0gIuzbt0/vMgwdW10zjuWEZVlcunQJgwcPhqenp/Ld/+mnn3D27FmjhTVVhyIgkJeXl9EDAgnohyCU/wOwLIuFCxfmeUg+VROSRCKBs7MzTp48ycuEpG8O3KwYOnF/+/YNZmZmvIbM7NWrF8zMzLQK2OTkZHTu3BlEhA4dOmhNpsGVb9++4eeffwYRoUuXLlqTg9y9exdmZmbo3bs3L/UD30NzmpubG5Sq0NCx1TU3tybkcjlOnjwJJycnSCQS3hamuvL06VOULVs2T0LnCuiOIJT/5WQNXt+vXz+jB69nWRbXrl3DiBEj4O3trTy669WrF5o2bQpTU1NeU9uNGDECjo6OBlmNGzpxA0BMTAwqVaqk9/M5SUpKgp+fH8qWLZvNYCgr9+/fR0hICMzMzLB27Vre6s7K2rVrYWpqipCQEGWO4pykp6ejTJky8PPz421RAAAVK1ZE48aNDSrD0LHNyMiAo6MjRo4caVA7snL79m1IpVI0a9YMvXr1UqpwvL299Vbh6EpaWpoyrWWLFi2E+boAIQjlfzFZ07zt2LHDqHUpjFz8/PxARLC3t1cauWRkZODw4cMgIixYsIDXegMCAgzSOQL8COV169aBYRhe40hfvHgRYrEYsbGxua5t374dVlZW8PPzMyhaFhdu3LgBPz8/WFlZqbQMHzduHMRiMa/HoW/evAHDMFi/fr1B5fAxth07dkTx4sUNakdO5s+fDyLCkSNHkJGRgaNHj6Jr166wt7fPZuyoTwpJXVC8R8ZMxyqgG4JQ/heSNSF6aGio0RKi37t3L5s7iI2NjUp3kPj4eBQqVAi1atXiVYd27949tX7OusDHxP3hwweIRCKsXLnSoLbkZPz48RCLxcrj09TUVPTp0wdEhJYtWxo94YGCL1++oEWLFiAi9O3bV+kmdP78eYjFYkyYMIHX+lasWAGxWGywwRgfY6vwM75//75BbcmKXC5HzZo14e7uns3oSl+3QEN48OABQkNDYWpqitWrVwvH2fmMIJT/ZSQlJaF9+/YgInTt2tUgfZwqHj16hKlTp6oMnKDOn/Onn36Cra2t3ll31DFjxgyDdY4APxM3AFStWhXR0dEGlZGT9PR0lCtXDsWKFcPt27dRtmxZSKVSLFmyJM8nT5ZlsWTJEkilUpQtWxa3b9+Gr68vypUrx7sVf7169VCtWjWDy+FjbBU2AzNnzjS4PVl5+fIlbG1t0apVK5XXswbQsbS0zBZAR9/ELepITk5Gly5dQET4+eefOYURFTAOglD+F3Hnzh0EBQXpbDWrDU0hBrUJxC1btoCI9HbR0QQfOkeAP6E8b948yGQyvX181XH//n1IpVJIpVJ4eXnh8uXLvJavK5cvX4aXlxekUilkMhmvO0jge6IRqVSK+fPnG1wWX2PLt82AAsX3oQjnqQ5NoWYNjZqWlfXr18Pc3BxBQUG4e/cub+UKcEcQyv8SNm/eDAsLCxQvXpwXQ6pXr15h3rx52YLxN23alHMwfuB7/GBNOwFDiIuLA8MwWLduncFl8TVxP3nyBESEnTt3GtwmBenp6Rg2bJjSlWbbtm28lW0IiqhdRIRhw4bxulPesWMHiAhPnz41uCy+xvaXX34BwzBGSSyh60mSuqQs8+bN0znftCr++ecfFC9eHBYWFgblCxfQD0Eo/+CkpKSge/fuICK0adPGoF3a27dvsXjxYkRERIBhGEilUjRs2BCbN2/WWXepTmfGFytXroRIJOIlSAVfEzcAhISEoG3btgaXA2SPxDRr1izUrVsXrq6uWvNDG5sPHz7AxcUFUVFRynSBERERvAgEAGjTpg1CQ0N5KYuvsVXYDBgjfnV8fDzc3d1Rs2ZNnW0ucqYvZRgGERERWLx4sUELiMTERLRp0wZEhB49ehg937fA/xCE8g/Mo0ePUKpUKchkMqxYsUIvHeOHDx+yJXiXSCSIiorCunXrkJCQoHfbslqXGoN69eqhatWqvJTFp1AeO3YsbG1t1boxceXw4cNwdHSEu7s7zpw5A+C7RbK9vT2aNGmSb8Y4LMuicePGcHBwwJs3bwAAZ86cgbu7O5ycnHD48GGDyk9PT4etrS3GjRvHR3N5HdsqVarwbjOggA/vhISEBKxbtw5RUVGQSCQQiUSoUaMGVqxYoddCjmVZrFixAjKZDKVLl+Zdjy2gGkEo/6Ds2rUL1tbW8PHx0Tm7z6dPn7BmzRpERkZCLBZDLBajdu3aWLVqFS87z9u3b0Mmk6F///4Gl6WKr1+/QiaTYd68ebyUx+fErSjr2LFjej2fmZmJ2NhYMAyDOnXq4P3799mu79y5E0RksKuQvqxbtw5EhF27dmX7+/v37xEZGQmGYRAbG6u33/jRo0dBRLxlrOJzbOfOnWsUmwEF/fr1482P/+PHj1i1ahVq1aoFkUgEsViMyMhIrFmzRueTq6tXr8LHxwc2NjbYvXu3wW0T0IwglH8w0tLSMGDAABARmjZtyjkP7pcvX7BhwwZER0fDxMQEDMOgWrVqWLZsWa6J39D2lSpVCsWLF+fd8luBQuf45MkTXsrjc+JmWRaenp7o27evzs++ffsWNWvWhEgkwqRJk9QeZbZv3x5WVla86Fx14enTp7CyssLPP/+s8npmZiYmTpxoUF7uPn36oHDhwrydBPA5to8fP+bdZiArycnJCAgIQOnSpXkN8vPu3TssXboU1apVA8MwMDExQXR0NDZs2MB5nv78+TOaNGkCIsLAgQONHoTov4wglH8gnj9/jgoVKkAikWD+/PlaJ67ExERs2bIFMTExkMlkICKEh4dj4cKFyqNHvhk1ahQkEgkvk6A62rRpg5CQEN7K43PiBr4LFk9PT50Ey6lTp+Dm5gYXFxetu+zPnz+jcOHCqFKlSp7lv87MzERERASKFCmidSF49OhRODs7w83NTafwp4YsaNTB99gGBwfzZjOgiitXrkAikWD06NFGKf/NmzdYuHAhwsPDQUSQyWSIiYnB1q1btZ4AsCyL+fPnQyKRoGLFinjx4oVR2vhfRxDKPwgHDx6Evb09ChcujPPnz6u979u3b9ixYweaNWsGMzMzEBHKlSuHOXPmGP0jOnPmDEQiEaZMmWK0OvjWOQL8T9y6HMHK5XJMnz4dYrEYVatW5bxYOnnyJBiG4d13Vh0zZswAwzA4efIkp/vfvHmDKlWqQCwWY8aMGZwMmAw9+tdUJl9jO3bsWNjZ2RlsM6CJyZMnQyQS4ezZs0arA/juHTFnzhyUK1cORAQzMzM0b94cO3fu1HjKdf78eXh6esLBwQG///67Udv4X0QQygWcjIwMjBw5EkSEevXqqdT5pqSkYM+ePWjVqhUsLCxARChdujRmzJjB2xGvNr5+/Qpvb29UqlTJqOkg+dY5AvxP3FwXDvHx8ahfvz6ICKNGjdK534YMGQITExOjh0e8fv06TExMMHToUJ2ey/ru1q9fH/Hx8Rrv58tILit8j60xFg45yZpv3Fj665w8efIE06dPR6lSpUBEsLCwQKtWrbBnzx6VQYE+fvyIevXq6f3uCqhHEMoFmDdv3qBq1aoQiUSYNm1att1GWloaDhw4gHbt2sHa2hpEhODgYEyePFlt4gBj0qVLF1hYWODRo0dGradv37686hwB/iduQLtbz4ULF1C4cGHY29vj4MGDetWRmpqK4OBgBAcHG81lJSUlBSVKlEBwcLDaiG3aOHDgAOzs7FCkSBFcvHhR7X18upMp4HtsFUfs/fr146U8dTx8+BAWFhbo2rWrUetRxYMHDzB58mQEBweDiGBtbY327dvj4MGD2XTJcrkcU6dOhUgkQrVq1YymEvuvIQjlAsrx48fh4uICNzc35ZFhRkYG/vzzT3Tq1Al2dnYgIgQEBCA2NhZ37tzJt7Yq8gkbw4czK8bQOQLGEcrqjNFYlsWCBQtgYmKCChUqGByN6caNG5BKpRgyZIhB5ahj8ODBkEqluHHjhkHlPHv2DOXLl4eJiQkWLlyYa1FlLCMqY4wt38Zo6li5ciUvsd0N4c6dO4iNjUVAQACICHZ2dujcuTP+/PNP5e745MmTcHV1hYuLC44fP55vbf23IAjlfEQuZ7Hn2iu0WHEOlaYfRYsV5/Db1ZeYOHESRCIRatasidevX+P48ePo3r07HB0dQUTw9fXF6NGjcfPmzXwPHv/u3Ts4OTmhQYMGRm+LYoI9evSoUcrlc+JWhIrM6rb1+fNnNGvWDESEAQMG8GbBOnPmTDAMgxMnTvBSnoLjx4+DYRjMmjWLl/Kyeg40b9482xxhLHcjY4ztkSNHeFehqIJlWdSvXx9OTk56WbLz3ZYbN25g1KhR8PHxARHB0dER3bt3x/Hjx/H69WtlrIPJkycjIyMz19y259oryOVCsgtt6CJDGQAgLXz9+pVsbGzoy5cvZG1tre32/ywsCxqw7RrtuxlHIoaIBSn//Xb7JEU7fCQLc3PavXs3vX37looUKUItW7akli1bUqlSpYhhmPz+CQSAYmJi6Pz583Tr1i1ycXExan2xsbG0cOFCev/+PZmYmPBW7tWrVyksLIz+/vtvKl26NG/lRkdHU3JyMp04cYKuX79OzZs3p/fv39Mvv/xCTZo04a0euVxONWvWpKdPn9LNmzfJxsbG4DK/fPlCwcHB5OPjQ8eOHSORSMRDS7+za9cu6tSpEzk7O9POnTspNDSUqlWrRpaWlnTgwAHe6iEyzthmZGSQk5MTDRgwgMaPH89Lmep49+4dlShRgipVqkR79uwpMN/91atXafv27bRt2zZ6/vw5ubq6UtOmTSkpKYnWr99AJbrNpkR7/1xzW8PQQjS/RUkSifL/dxRUdJGh/H2VArT/5hvadzOOiL6/rFn/tQiqRjsuPqG9e/dSq1at6MKFC/T06VOaMWMGlS5dukB8mEREa9eupX379tGqVauMLpCJiPbs2UP169fnVSAbk5iYGPrrr79o3rx5VKFCBbKysqKrV6/yKpCJiMRiMa1fv54SEhKoX79+vJTZt29f+vLlC61bt45XgUxE1LRpU/r777/J0tKSypcvT/PmzaPTp09TTEwMr/UYCxMTE6pfvz7t2bPH6HW5uLjQqlWraN++fbR27Vqj18cFhmEoLCyMZsyYQU+fPqULFy5Qq1ataM+ePbR+/XpyKVePEu39iSj33Lbvxhvaf/NNPrX834ckvxvwb2LLpRfK1WMuwFKZlv1pTnRh5YR47dq1vG2gFl6+fEl9+/alRo0akaenJ129etWo9b1+/Zpu3rxJbdq04b2uu3fvZvuXL1xcXIhlWRo0aBA1bdqUBg8eTF++fDFaXw0ZMoRiY2MpKCiIatWqpXc5R44coY0bN9LEiRMpPj6e4uPjeWzl/1i6dCnNnj2bBg0aRETf++tHGdvg4GDavHkz7d+/n9zd3XktOyeFCxemhg0bUp8+fcjR0ZE8PT2NWp+umJiYUNu2bal169Z048YNmn+L6CsrJ0YkznWviPk+9zUqadw++68gHF/zSPiMY/T6c6ra65lf3tPrZZ3ysEUCAgIChuPecy1JbJzVX7c1o7PDa+Rhi34sdJGhwk6ZRzzszCnuS6rKnTJYOWV+fkdubm5Uu3ZtioyMpICAgAJ1bL1s2TJatWoVlSxZMk/q7NatG5mamtLChQt5L/vu3bvUtm1b2rRpExUvXtzg8n7//XeaMmUKFSpUiCpWrEi7du2iY8eOkampKQ+t1UxCQgK1bNmS/P39aeHChTq9MwCob9++9PDhQ9q2bRvZ2toar6H/T0pKCtWsWZOaN29OZ8+epbi4OBo9ejTVq1ePl/L5Htus9OvXj1JTU2nlypW8lquOa9euUZcuXah3797UqVPBWLADoHv37tGRI0foyJEj9ObNG0LSR4KVg9qdsoedWT609N+JIJR5pHW5wnTx6SeV1xiRmErbJpNngwa0e/du2rBhA/n6+ioNvUqUKJFvAvrq1au0YsUKGj58eJ5NDPHx8XTt2jVavnw5r4ZYOSlevLhB5aemplL//v1p5cqV1K5dO1q2bBm9evWKNm/eTPHx8dSgQQMeW6uejRs3Ur169ejSpUvUs2dPzs8tXbqUzp8/T4cOHaIaNfJmJ7Nv3z5KS0ujsWPHkru7O/Xs2ZPGjh1LL1++pAULFvC2kDF0bFXRvn176tWrFxUpUoQcHBx4LVsVpUuXpkePHtHs2bOpc+fOVKpUKaPXqQoA9M8//9C2bdto27Zt9OjRI3J0dKQmTZpQRkYG7bj0Ozk0CFT5LIvvc58APwiGXjzSIKQQNQwt9P1/wP7/P3IiIrJPfEJ/LJ9Cz58/p5s3b9Kff/5JVapUoSVLllBISAgFBQXRhAkT6N69e3na5pSUFGrbti2VKFHC6FanWTlw4AAByDOhpg+PHj2iihUr0oYNG2j16tW0fv16srCwIH9/fwoICMgToyAFUVFR1LNnTxo8eDA9ePCA0zP379+nIUOGUK9evahu3bpGbuH/2LNnDxUvXpz8/PzIwsKC1q9fT6tWraL169dTxYoV6fHjx3nWFl1p2LAhsSxLBw8ezLM6J0yYQEFBQdS2bVtKSUnJs3qJvp86jB8/noKCgigkJISWLFlCVapUoT///JNu3rxJz58/p3Xr1lHdQCdKun3y+0P/P7cR+/3fhqGFqEFIoTxt978avn2s/uu8iYuDRWBVlBu5Be4918Kl1TSUa94LDg6O2LJlizKfriIGbtYoXlZWViAihISEYPLkyXj48KHR29u/f3/IZDL8888/Rq8rKzExMahYsaLRyjfUl3Xnzp2wtraGr6+vypCXw4cPh5OTU54ljwCApKQkFCtWDGXLltUatjI9PR1ly5aFn58fkpKS8qiF35NcODo6YsSIEbmuXbt2Db6+vrC2ts6VJlIXjOGnnJUKFSqgcePGRilbHbdu3YJMJsOAAQOMXtfDhw+1RvdS5NN2dPw+b9nb26NGzZowL14F4eN2KOe2DafuCH7KHBCCh+Qjq1evhkgkUsZzNjc3x8iRI+Hi4oKoqCi8ePEC4eHhkEgkmD17drbgHJriXRsjpZ8iYAJfOYy58u3bN5iZmWHGjBlGq0PfiTstLQ39+/dXGQwjK+fPnwcR4fTp03w0lzMXLlyAWCzG+PHjNd4XGxsLsVisMQSmMfjrr79ARLhw4YLK61mDrfTv31+vYCvGFsrTp0+Hubm50dKUqmPu3LlGCaQDfE/ROWPGDJQuXTpXHOys4VxZlsXs2bMhFosRHh6Oly9fom7dunBxccGIESNgZWWlfPcZhsGaNWt4b+u/EUEo5yP169dHRESEcuKoVasWypQpgwMHDoCIsGzZMqSnp2PIkCEgIjRq1EhlgnJVmaHKly+PuXPn4uXLlwa389OnT3B3d0eNGjU4ZfvhE0UIz/v37xutDn0m7ufPnyvDRi5atEhjNDO5XA5XV1cMHjyYj+bqhDaBy1VwG4NBgwbBzc1N4zvFsiwWLlwIExMTlC9fXuewpMYWyvfu3QMRYd++fUYpXx1yuRzVq1eHh4eHyjlBV16+fJkrY1SzZs2wY8cOfPv2Ldf9nz59QqNGjUBEGDp0KNLT07F06VIQEQ4ePIiwsDC0aNFC2f8lS5ZEgwYNDG7nfwFBKOcTiYmJkMlkmDNnjvLFnTx5MogIL1++RPfu3WFubq4URnv27IGtrS2KFi2KK1euaCx3y5YtaNSoEaRSabYcynFxcXq1tVWrVrC1tc2X/KkdO3ZEQECAUevQdeI+cOAA7O3ttSZYyEq3bt3g4+OT52FRFUfTxYoVy3U0rTjiLleunFFTEaqCZVl4e3uje/funO7XN4GHsYUyAPj7+6NTp05GK18dL168gI2NDVq3bq3X8+pyK2/ZskVjuNPLly/Dy8sLtra2yrjc9+/fh5mZGXr06IEXL16AiLBlyxZl/w8YMACmpqZ5qh75URGEcj6xa9cuEBEePXqkfHFPnjwJiUSCJUuWICkpCb6+vihXrpwy8PuTJ09QpkwZSKVSLFmyROsE//nzZ6xfvx716tWDRCIBwzCoVq0ali1bhvfv33Nq55YtW5QfWF6jSefIJ1wn7oyMDIwYMYJzKsKs/P777yCiPNfHA993c2ZmZujVq1e2v/fs2RNmZmZGPYVQx61bt0BEOHToEOdn4uPjER0dDSLCyJEjOaULzAuhnB82Awo2b94MIsLWrVs53f/+/XssW7YM1apVA8MwMDExQXR0NDZs2IDPnz9rfJZlWSxZsgRSqRRlypRRqslyLvwWL14MExMTfP78Wdn/e/bsARFh9+7dhv7kfz2CUM4n2rVrhxIlSgDIPnHUqlULtWvXBvC/o8UJEyYon0tNTUXv3r1BRPjpp5/w9etXTvXFx8djzZo1iIyMhFgshlgsRu3atbF69Wq1wuXly5ewtbXFTz/9ZOCv1Q+FzvH8+fNGrYfLxP369WtUqVIFYrEYM2bM0PkYPzU1FZaWlpg8ebKhzdWLJUuWgIiUSekVi4SlS5fmS3smTZoEKysrndNByuVyzJgxA2KxGFWrVtWaLjAvhPK5c+fyxWYA+C4oW7ZsCVtbW7x69UrlPfHx8Vi9ejVq166t/PYjIyOxZs0azkffX79+xU8//QQiQp8+fbKN2/jx4yEWi5W2AVnnsKz9HxQUhPbt2xv4i//9CEI5H8jIyICdnR3GjBkDIPuLu3jxYkgkEiQkJAAAxo0bB7FYjEuXLmUr49dff4WlpSX8/Pxw8+ZNnep///49li9fjurVq0MkEkEikaBevXpYv369crUsl8tRs2ZNuLu767Qj5JPBgwfD1dXV6HpsbRP30aNH4ezsjEKFCuGvv/7Su57mzZujbNmyej9vCCzLok6dOnB1dcX9+/fh6uqKunXr5luWsTJlyqBFixZ6P3/q1Cm4ubnB2dkZx44dU3tfXghluVwOFxcXo6XP1EZ8fDwKFSqE2rVrK7+Vz58/Y926dYiKioJEIoFIJEKNGjWwYsUKzqdkCm7evAk/Pz9YWVlh27Zt2a5dvHgRYrEYsbGxAICEhATlaR+Qvf9Hjx4Ne3t7Ticc/2UEoZwPHD9+HESk1A1nfXGz6mOA70dDZcqUgZ+fXy6Di/v37yM4OBhmZmb45Zdf9GpLXFwcFi1ahMqVK4OIIJVK0bBhQ7Rr1w5EhMOHDxv0W/WFZVn4+Phw1jkagrqJOzMzExMmTADDMKhVq5bB6fMUR418GN/pw+vXr2Fvb49ChQrBzs4u35LS53zH9eXdu3eoWbMmRCIRJk6cqHLxlhdCGcg/mwEFhw8fBhGhffv2aNiwIaRSKRiGQUREBBYvXqy3PcnatWthamqKkJCQXGoOVW53Od/xrP1/+fJlEBHvKUb/bQhCOR/o168fPDw8lB9wzolDYbmoQKET7N27d66yvn37hk6dOoGI0LFjR5WWklx59eoV5s2bh5CQEBARxGIxmjZtiu3btxtUrj4odI6K41Zjomrifv/+PSIjI8EwDMaPH8+LvjDnLiI/6NOnD4gIffv2zbc25DwNMoTMzEzExsaCYRhERkbm2gXmlVA+ePBgvtgMfPv2Ddu3b0fTpk0hFotBRAgNDcW8efPUHmdzLbdDhw4gInTu3Fmly1evXr1gZmaGe/fuKf/WvHlzlClTRvn/WfufZVm4u7ujf//+erfrv4AglPMYlmVRpEiRbAI258ShSt+2ePFijYYxv/zyC8zMzBAcHJztI9GVtLQ0lC5dGj4+PpgyZQrCwsKUvoo//fQTfvvtt2y+isZi8uTJsLS01FnnqA85+//06dNwd3eHk5MTjhw5wmtdtWrVQmRkJK9lcuXp06ewsrKCt7c3rK2t8ezZs3xpR+3atZU6R744fPgwnJyc4O7ujjNnzij/nldCOSUlBZaWlpgyZYpR61HUtXv3brRs2RLm5uYgIoSFhWHy5Mnw8fFB6dKl9fLpVnDv3j2UKFECZmZmWLduncp7FDYJWReYquwmcvZ/r1694OXllW8nCj8CglDOY65du5brWDjni3vz5s1cAlihE3Rzc8PHjx9Vln3z5k34+/vD0tISv/76q17tGz16NCQSSTa3q4cPH2LKlCkIDQ0FEcHKygpt27bF/v37Dfr4NWGozlEXFP1/5coVzJo1C2KxGJUrVzZop6GOrJapeUlmZiaqVKmCwoUL4/nz5yhcuDCqVq2a537nxjwtePXqFSpXrgyxWIxZs2aBZdk8E8qAcW0G0tLSsH//frRt21YZzS80NBRTp07Fo0ePlPddvnwZEolEaa+iK1u3boWlpSX8/f1x69Ytlfd8/PgRrq6uqFOnTjbhqhDUWZ/L2f9//vkniEhl5DuB7whCOY8ZP348bGxssgmznC+uwoezR48e2Z59/fo17Ozs0KxZM7UrzaxWkr169dJpp3n27FmIRCKNFsJ3797FhAkTEBgYCCKCra0tOnbsiD/++IM3X9eXL1+CiLB582ZeytOGov8jIiJARBg+fLjRjFEU+lSuLix8MXPmTDAMg5MnTwIATpw4AYZhMGvWrDxth8LFzlh69fT0dAwbNgxEhIYNG+LEiRN5JpQ3bdoEIuJtMZeeno4//vgDHTt2hK2tLYgIgYGBmDBhgsbTsEmTJkEkEuHcuXOc60pNTUXPnj1BRGjVqpVaP2WWZdG0aVPY29vj9evX2a517949l14959yWlpYGa2vrbB4lAtkRhHIeU7JkyVzO/qpW8+qiHW3fvh1EhI0bN6qtg2VZLF26FFKpFGFhYXjy5InWdiUmJsLb2xsVK1bkLJBu3bqFMWPGoFixYiAiODg4oFu3bjh27JhBOtglS5bwpnPkwoYNG5QnAPv37zd6fWFhYWjZsqXR61Fw/fp1mJiY5LIOHjx4MKRSKW7cuJFnbWnRokU2naOx2LdvH+zs7ODm5pZnQvnTp0+QSCQGuZllZmbi6NGj6Nq1KxwcHEBEKFasGMaMGaN255qTjIwMVKhQAT4+PhqDgCh4/PgxwsLCIJVKsWzZMo1Hy4pvZceOHdn+ri5qnaq5rVWrVihVqhSn3/JfRBDKecjTp09BRLncClS9uKdOnQKR6rjAbdu2hbW1tdaQg1euXEHRokVha2uLPXv2aLy3a9eusLCw0CuxBcuyuHr1KoYPHw4vLy8QEZydndGrVy+cOnVK5yPS2rVro1atWjq3Q1dYllUaHRFRnghkAJg4caJePrr6kJKSguDgYAQHB+eqLyUlBSVKlFB5zRgodI6TJk0yel3A9+9NcaIzfPjwPNFj1qxZU2ebAblcjlOnTqFXr15wdnYGEaFo0aIYMWIErl69qle7Hz58CHNzc3Tr1k3jfXv27IGNjQ28vb21LlyePXsGa2trtGvXLtc1RYzrnC6Dqua2X3/9FUSUbzYNBR1BKOchCxYsgFQqzdU3ql7cjIwMODo6YuTIkbnKSUhIgKenJ6pVq6ZV4CUkJCAmJgZEhMGDB6s8Yt63bx+ICCtXrtTzl/0PlmVx8eJFDBo0CB4eHiAiFCpUCP3798e5c+e0TjAKnePixYsNbosmvnz5ghYtWoCI0LJlyzzbTQH/sxn4448/jF7XkCFDNO6GFbvooUOHGr0thw4dyqVzNDYKYaEYZ67BdvRl0aJFnGwGWJbFuXPn0L9/fxQqVAhEBE9PTwwePBiXLl3iZQGxYsUKtYvN9PR0DBo0CESExo0baz2VksvlqFq1KgoXLqzyt40YMQKOjo65TshUzW1fvnyBiYkJFi5cqN8P+5cjCOU8pHr16qhbt26uv6szRunYsSOKFy+usiyFr/OcOXO01suyLObMmQOJRIJKlSpl0+e9e/cOzs7OqF+/Pu87CblcjrNnz6Jfv37KY8TChQtjyJAhuHz5ssr6FDpHY8bZvnHjBooVKwYrKyts3749T42BAPU2A3yj0BvPnDlT430zZszIpm82Fqp0jsZGMbbTp0+HlZUV/Pz8jHpcr8lmgGVZXLp0CUOGDEHhwoVBRHBzc0O/fv1w9uxZ3o3uWJZFdHQ0nJ2ds7mKvXjxAhUrVoREIsHcuXM5jcfs2bPBMIxaH+OAgACV8b/VfVt16tRBjRo1dPtB/xEEoZxHxMfHQywWY/ny5bmuqXtxFfFi1cUmHjRoEKRSKeedx9mzZ+Hh4QFHR0f88ccfYFkWjRo1gqOjI96+fav7j9KBzMxMnDx5Ej179oSTkxOICN7e3hg5ciSuX7+unBhatGiBsLAwo7VjzZo1MDU1RWhoKB48eAAg79xmsjJw4ECtGZIM4fPnz0oLa236/ayW2cayClfoHAcNGmSU8tWRdWzv37+PkJAQmJqaYu3atUars3Tp0kqbAZZlce3aNYwYMQLe3t65VDvGjpcdFxcHR0dHNGrUCCzL4tChQ3BwcICHhwdnQ7CbN29CKpWqzXKmyJSlSE6RFXXf1rJlyyAWi/MtWmBBRhDKeYTCQEJVFCV1L64il7C6nU5KSgqCgoIQGhrKWSf44cMH1K1bFwzDoH79+iAi/Pbbbzr/HkPIyMjAkSNH0LVrV9jb24OI4O/vj5EjR8LCwsIoOsekpCT8/PPPICJ06dIlWzCE/BDKCpsBY+Uwbt++PaysrDjr7RQ+zD///LNR2nPhwgWVOkdjk3Nsk5OT0aVLFxAROnToYJSgOBMnToSFhQVGjhwJPz8/EBHs7e3RtWtXHD16NM/DTO7evRtE35OoMAyDunXr4sOHD5yeTU1NRUhICEqUKKE2PsGMGTPU5pRW9229fv1aq8HqfxVBKOcRTZo0Qfny5VVe0yQUGjVqhEqVKqkt99q1azAxMcHw4cM5t0Uulyv1SW5ubnqH4OOD9PR0HDp0CB06dFAGQvDx8cHEiRN5y1509+5dBAUFwdzcHOvXr891PT+EckZGBhwcHFTaDBjKjh07QEQqf6sm1q1bByLCzp07eW+TOp2jsVE3tuvWrYOZmRlKlCiBu3fv8lLXvXv3MGHCBPj4+ICIYG5ujg4dOuDQoUN5nhozK3FxcXB1dVXalehyOjNs2DCYmJho9CuuWLEiYmJiVF7T9G2VK1cOTZs25dyW/wqCUM4DkpOTYWFhgWnTpqm8runF/eWXX8AwjMbj5enTp4NhGM67kMzMTISHh8PV1RXOzs5wdXU1uj6RC126dIGrqytat24NS0tLEH1Pjj5t2jQ8fvxYrzK3bNkCCwsLFC9eXG0IxPwQygDQoUMHBAYG8lrmmzdvYG9vj6ZNm+qsu2VZFk2aNIGDgwPvcbGLFy+Ojh078lomFzSN7a1btxAQEABLS0u9/cYfP36MqVOnKgPrWFpaonXr1nBxcUHXrl0Nbb7BnDhxQvmdu7i4IDw8nPPC6NSpU2AYBjNmzFB7T1xcHBiGURv5S1P/T506FRYWFnkSIfBHQhDKecD+/ftBRGpX5Jpe3A8fPkAkEmHVqlVqy8/MzETlypXh5eXFqd+nTZsGhmFw+vRpxMXFoVq1ahCJRJg6dWqeR3hSIJfL4ebmptQ5JicnY9euXdlCCZYpUwazZs3S6goGfD/a79GjB4gIbdq00eivmV9CWZvNgK6wLIu6devC1dWV8/FkTj58+AAXFxdERUXxZpClSedobLSNbWJiIlq3bg0iQs+ePTkJiOfPn2PWrFkoU6aMckfcsmVL7N69W3mEO3DgQBQqVChfv6cpU6ZAJBKhWrVqiIuLw19//QWGYdRuDrLy5csXFClSBBERERqF+MqVKyESidRGGdTU/3fu3AER4cCBA9x/2H8AQSjnAZ07d4afn5/a69omjipVqiA6OlpjHU+ePIGlpaXW3cjVq1dhYmKCESNGKP+WkZGB0aNHg4gQFRWl9gMzJgqd46lTp3JdS0pKwrZt29CkSROYmpqCiFCxYkXMnz8/V1Qh4PvupXTp0pDJZFixYoVW4ZJfQlmbzYCuLF26FESGJ/FQJFdYtmwZL+2aMWMGzMzM8jypCcBtbFmWxfLlyyGVSlG6dGmVpzKvX7/G/PnzUbFiRRARTE1N0aRJE2zbtg1JSUm57j958qRRbQY08fHjR0RFRYGIMGbMmGxCdfjw4TAxMcHVq1c1ltGhQwdYWVnh6dOnGu+rV68eqlatqva6pv5nWRbFihVDly5dNNbxX0MQykYmMzMTzs7OGDZsmNp7tE0cc+fOhUwm0xqdZ+3atSAi7N69W+X1lJQUBAYGIjQ0VGXM6t9//x0ODg7w9PTE+fPnNdbFNyNHjoSjo6NWI5ivX79i06ZNaNCgAUxMTMAwDKpUqYIlS5bg7du32L17N2xsbODj46N14lGQX0IZ+G4zEB4ebnA59+/fh5mZGXr27MlDq4AePXrA3Nycl118pUqV1OocjY0uY/v333/D29sbNjY2+O233/D27VssXrwYVapUAcMwkEqlaNCgATZt2qTV31lhMzBq1Ci+fgonzp07B09PTzg4OKhMXpOamorQ0FAEBgaqPRXYtWsXiEhrOtivX79CJpNh3rx5au/R1v9Dhw6Fs7NzntsaFGQEoWxkzpw5AyLC2bNn1d6j7cV9/PgxJwMclmURExMDR0dHlcZbAwcOhEwm0+hC9eLFC1SoUAESiQTz5s3LM59SfXSOCQkJ+OWXX1C3bl1l2joiQqlSpXTSQeenUOZiM6CN9PR0lC1bFsWKFVO5a9OHpKQk+Pr6oly5cgZZC2vTORobXcf28ePHKFmyJIgIDMNAIpEgKioK69at0znsqzFsBtTBsizmzp0LiUSCihUravTzv3XrFqRSKQYOHJjr2ps3b+Dg4IDGjRtr/fYVBoWawvhq638u8+N/DUEoG5khQ4bAxcVF40qQy8QRHBysMrxdTt6/fw9nZ2fUq1cv20d19OhREBHmzp2rtYy0tDSldXaTJk2MntHo/v37ICKtoUDV8eLFC5QtWxZisRh+fn5gGAZisRh16tTB2rVr8enTJ43P56dQ5mIzoI3x48dDLBarDMlqCBcuXIBYLDYoeYBC56ivjttQuIztp0+fsHbtWtSpUwdisRgikQh+fn4QiUQoU6aM3oFsfvvtNxCR0h/eWCQkJKBx48Yao/blZM6cOSAiHD16VPk3lmURFRUFFxeXXHmpVdG2bVuEhIRovEdb/ytOEvMiotyPgiCUjQjLsvD19dVqhcll4hg7dizs7Ow4fXAKwzJFoJJPnz7Bw8MD1atX18nwRHEU7O3tzfkoWB9mzpypt85R1ZH7u3fvsHTpUlStWhUMw8DExAT169fHxo0bVb6X+SmUge82A/Xr19fr2YsXL0IsFiM2NpbfRv0/48aNg1gsxqVLl/R6Pjo6WqPO0dioG9svX75gw4YNiI6OVqpBqlWrhqVLl+Ldu3cAvh8Fe3h4qD0K1obCZsCYmbhyHrlzRS6Xo3r16vDw8FCeACxbtoyz4VV6ejpsbW0xbtw4re3T9m116dIFxYoVE3Is/z+CUDYit2/f5vSSc3lxr1y5AiLCsWPHONXdrVs3mJub48GDB2jdujVsbGw4WS3n5NGjRyhVqhRkMhmWL19ulA9HH51jVuO0evXqqTVOe/36NRYsWIBKlSqBiCCTydC4cWNs3bpVedSb30J5zpw5nGwGcpKUlIRixYqhbNmyRvODTU9PR5kyZeDn56fzoikxMREymYzT6YyxyDq2SUlJ2Lp1K2JiYiCTyUBECA8Px8KFC9W6gH348AFRUVFgGCaX0RQX+LIZyInCOE0mk6k1TtPG8+fPYW1tjTZt2uD+/fswNzdH9+7dOT2rOHnT9s1w+bYUm4g7d+7o1P5/K4JQNiJc/fC4Woh6eHigX79+nOpOTEyEr68vfH19QUTYtGmTTm3PSkpKijLXqjb3Il15+/YtGIbRalSSlTdv3ujlxvXixQvMmTMH5cqVAxHBzMwMzZs3x8yZM/NVKD969AhEhF27dun0XK9evWBmZqYxty4f3Lt3D2ZmZujdu7dOz+3cuRNEpLePOR+cPXsWRIRatWrBzMwMRIRy5cphzpw5nI+l5XI5pk6dCpFIhOrVq+sUbGft2rVgGEa5++YDfdy41LFx40ZlwB5fX1/O33bfvn3h6enJi2eDtjgO/zUEoWxEuEas4bpT69OnDwoXLsx5t7p3714QEYKCgnjZ4W7evBkWFhYICAhQG4hDV1atWqWTzvH48eNwcXExOODJkydPMH36dJQqVUppIFa3bl3s3bs3T9IY5oSrzYCC33//HUSEJUuWGLFV/2Px4sUgIp2OcbnoHI1Bamoq9uzZg1atWild6Pz9/TF9+nROucXVoQjE4eLiojYxQ07ev38PkUiE1atX611vVhQBTywsLLBlyxaDy2NZFkFBQSAi7Nu3j/Mznp6e6Nu3r9Z7uc5tmiIe/tcQhLKR0CW2K9cX98iRIyAiTvpduVyO2rVrw9LS0iCdYE6yhqzcsGGDweVFR0ejSpUqWu+Ty+WYPHkyRCIRatSowWsCDUVsYEV4RGtra7Rv3x4HDx5U6TpmDMaMGcPZZuDjx49wdXVFnTp18kwPx7Is6tSpAzc3N05+7Aqd49ixY/Ogdd+NEw8ePIj27dvD2toaRITg4GDlCQ9fpyBxcXGoXr06RCIRpkyZwumUJiIiQm+bgaysX7+e99Cgly5dglgshqWlJWrXrs3p9yjmq6xGYtru1db/itwAquIO/NcQhLKRUGRB0Wb5C3B/cdPT02FjY8PJqGfhwoUgIhw8eBBhYWHw9/fnLXhDUlIS2rdvD6LcyR10gavOMWsSjbFjx/Lu05i1/2/fvo1x48bB398fRAQ7Ozt07twZhw8fNmoiAYXNwPHjxzXex7IsmjZtCnt7+zyfwF6/fg07Ozs0a9ZM62Lg2LFjRlcJZGRk4PDhw+jcuTPs7OxARAgICEBsbCxu374NwDj2ApmZmRg7diwYhuEUbEdfmwEFycnJ6Ny5M4gIP//8M2/f8bdv3+Dn54cyZcrgwIEDICIsWrRI63Pjxo2Dra0tpwUk1/7XlEXvv4YglI2ELvlCdZk4WrdujdDQUI333LlzB6ampsrjpbt378LU1BR9+vTh1B4usCyrTIMYEhKil9sHF51jznSTxkBV/7Msixs3bmDUqFHKHbSTkxN69OiBEydO8L4w4GozoNhR7Nixg9f6ubJ9+3ZOJ0BcdY66kpmZiRMnTqBHjx7KFKA+Pj4YNWoUbty4kas+YxrxKdIgenp6akyDqK/NAACjppvs3bt3NpuEPn36wNTUVOsuPCQkBG3atOFUhy79ry7f/H8NQSgbgc+fP8PExAQLFy7kdL8uL65iUlQX/i4tLQ2lS5dGQEBAthX1okWLQES8C7YbN26gWLFisLKywvbt23V6tm3btggODlZ5jWVZzJkzBxKJBJUqVcLLly/5aK5KtPU/y7K4cuUKhg4diiJFioCI4Orqir59++LMmTO8xTfu3bu3RpuBZ8+ewdraWifdszFo27YtrK2t1VrzK3SOfC0C5XI5Tp8+jT59+iizHRUpUgTDhg3DlStXNAp+Y1vWv3jxApUqVYJEIsHcuXPVtqVEiRI6j9v27dthZWUFPz8/3Lhxg4/mKjl06BCICIsXL1b+7du3b/D390dYWJjaXfCTJ090WhTq0v8LFiyAiYnJf1p2AIJQNgq//voriIizC5IuL+7Xr18hlUoxf/58ldfHjBkDiUSCy5cvZ/u7XC5HZGQkZ52gLnz58gXNmzcHEaFv376c9LDp6emws7NTqXNMSEhATEwMiAhDhgwxeto7XfqfZVmcP38eAwYMgLu7O4gIHh4eGDhwIC5cuGDQzlBhM3Dt2rVc1+RyOapWrYrChQsbPZiLNhISEuDp6Ylq1aqpXJBcvXqVs85RHSzL4sKFCxg4cCA8PDxARHB3d9e5n/PC3S09PR2DBw8GEaFx48YqI38pbAa4qEBSU1PRp08fEBFatGjB+1z68eNHuLm5qbRJuHz5MiQSiVpbgHnz5kEmk2kNM6pAl/5/9uwZiAjbtm3jVPa/FUEoG4GffvoJpUqV4ny/rhNHVFQUqlWrluvv586dg0gkwqRJk1Q+9+rVK9jZ2aF58+a8HyuyLIvFixfDxMQE5cqV0xrIXqFzvHLlSra/X7lyBUWLFoWtra3eEb50Rd+JO+sOzsXFBUQELy8vDBs2DH///bfOfazJZmD27NlgGIaz1a+xOX78OIgIc+bMyXVNF51jVhQnEsOGDYOXlxeICC4uLujTpw9Onz6t14lEXvqg79mzRxlsJ2d9ly9f5mQz8PTpU5QtWxZSqRRLliwxynfarFkz2NnZqbVJmDhxIkQikcr491WrVkW9evU416dr/5csWRKtWrXiXP6/EUEo80xaWhqsra11Ck2o64u7YsUKiMXibDvexMRE+Pj4oEKFChpX49u2bTPYb1kTly5dgpeXF+zs7LB//3619/Xr1w8eHh7KSYdlWSxduhRSqRRhYWEGua7oCh8Td2ZmJo4fP47u3bvD0dERRARfX1+MHj0aN2/e5Dy5tm7dGiVLlsz2txs3bkAqlWLw4MF6t88YDBo0CFKpFDdv3sz299DQUM46x6y6e4VPvaOjI7p3747jx48brLvP68Awjx8/RlhYGKRSKZYtW5bt/XZ3d0f//v3VPrtv3z7Y2trCy8sr10kXXyj8kjWpmjIyMlC+fPlcfssfP36ESCTCypUrOdena/+PHz8eNjY2eeb1UBARhDLP/PnnnyAiXL9+nfMzur64iiD/69evV/5NEcHr4cOHWp9v06aN3hG+uPDp0yc0aNAARIRhw4blWiSwLIvChQsrdY5fv35Fq1atQETo3bt3nvsJ8z1xZ2Rk4M8//0SnTp2UVsHFixdHbGys1qhFOW0GUlNTERwcjBIlShS4ZPApKSkICgpCSEiIcsy46hzv3LmD2NhYBAQEGNXKPT+itaWkpKBXr14gIrRu3Vop2Hr37o0iRYrkWqClp6dj2LBhICI0bNiQk8eGPigieLVt21brvQ8ePMgV4WvdunVgGEan4Cm69v+1a9dARDh8+DDnOv5tCEKZZ3r27AkvLy+djp30mTgqVKiAxo0bA/hfmLoVK1ZwejYhIUGvWNi6wLIsZs6cCbFYjIiICLx69Up5TaFzPHLkCG7dugV/f39YWlri119/NUpbtGHMiVud/+zkyZNVLqBy2gwMHToUJiYmOi3y8pJr167BxMREmZp03rx5kEqlKnWODx8+xOTJkxEcHJxn/uD5GUJ169atsLS0REBAAG7duoXDhw/nshl49eoVKleuDLFYjFmzZhnN71wul6NatWrw9PTknO1q+fLlIPpfmOCYmBhUrFhRp3p17X+WZVGkSBH06tVLp3r+TQhCmUfkcjnc3d0xYMAAnZ7TZ+KYPn06zM3N8fz5czg7OyM6OlqnD1qh0zV2XOLTp0+jUKFCcHJyUq5+Y2NjYWNjg9WrV8PMzAzBwcFGDxWpibyauFNSUpSRpiwsLEBEKF26NGbMmJFNBx8VFYXq1avj5MmTYBgGM2bMMGq7DGX69OlgGAanTp1CtWrVsukcFZHTSpcuDSKChYUFWrVqhT179uTJzj+/45rfu3cPJUqUgJmZGVavXg0bGxuMHz8eAHD48GE4OjrC3d0dZ86cMWo7FFmhtOm0s8KyLOrVqwcXFxc8e/YMZmZmOr+L+vR///794e7u/p9NUCEIZR65dOkSiEhnYxx9Xty7d++CiFC+fHm1+ZO1wSW/Mh+8f/8etWvXBsMwiI2NRYkSJZS+vx07duQtGIK+5MfE/e3bN+zYsQPNmjXLFZN5+vTpEIvFcHd3R0RERIFPAJ+ZmYmIiAh4enqCYRhMnz5dZYzxnTt35vlY57dQBr6PdYcOHZQ+1SEhIYiNjQXDMIiMjOSUJtEQFPmTBw0apPOzcXFxcHBwQPny5UFEOi+e9el/hRGhsfTqBR1BKPPIqFGjYG9vr7NOTN+JQ+GzuXv3bp2eU5CSkoLAwECEhoYaXY+bmZmJCRMmgGEYEBFMTEx4D4agL/k9cScmJmLLli3ZshcRESQSCS5evJgvbdKVixcvQiKRKNsuk8kQExODrVu38prARFfye2yzsnbtWpiYmCj7aOLEiUZfcKWmpiI0NBRBQUF6n0zs2rULRAQ3Nzedn9Wn/zMyMmBnZ4fRo0frXN+/AV1kqIgENLJ3715q0KABSSQSo9f19OlTio+PJ1NTU2rYsKFeZZiamtKmTZvozp07NH78eH4bmAOxWEz+/v4kFouJiMjGxoZ8fX2NWuePgqWlJbVq1Yp+++03evfuHfXt25eIiDIzM6lChQpUvXp1Wr58OX348CGfW5qd9+/f07Jly6h69epUoUIFyszMJCKivn370vv37+m3336jn376iSwtLfO5pQUDHx8fsra2JiIiExOTbN+DsYiNjaU7d+7Qpk2byNTUVK8yGjVqRDKZjOLj4+np06c8tzA3EomEGjRoQHv37jV6XT86glDWwKNHj+j27dvUqFEjo9cll8upffv25ODgQKmpqXT+/Hm9yypVqhRNnDiRZsyYQWfOnOGxlf8jLS2N+vTpQz/99BPZ29tTREQEBQYGUvXq1WnmzJnEsqxR6v0RSU5Opi1btlBQUBCZm5vT0qVLSSqVUp8+fcjNzY0iIyNpzZo19OnTp3xp36dPn2j16tVUu3ZtKlSoEPXt25dkMhktW7aMzMzMKCgoiLZs2ULJycn50r6CCMuyNGPGDKpRowYFBQVRREQE2dnZUcuWLalv376UlpZmlHpPnz5NM2fOpEmTJlHJkiX1LufcuXOUlpZG9vb21L59e5LL5fw1Ug2NGjWif/75hx49emT0un5o+N56/5uYPXs2TE1NkZSUpPOzuh7xKAxrTp48CRcXFwwZMkTnOrOSmZmJ8PBweHl58T5uT548QZkyZSCVSpXW2CtWrEBGRgZGjBgBIkL9+vURHx/Pa726UFCOOFmWRVRUFFxcXHDu3DkQkdLX+/3791ixYgVq1KgBkUgEiUSCqKgorFu3zugRvj5//ox169YhKioKEolEmalrxYoVypSb+/btAxHh3LlzcHFxQb169QqEoU5+j218fDzq168PIsLIkSORkZGB5cuXQywWY+bMmZBKpShbtqzWYDu68uXLF3h5eaFy5coGH5EPHjwYrq6uOHHihNJmgCv69n9SUhJMTU0xe/ZsXZv7wyPolHmicuXKaNCggV7P6vLiKlxQhg8fDuC7f7KPj4/BE+Djx49haWmJTp06GVROVvbu3QtbW1sULVoUV65cwfr163P5OR44cAB2dnYoUqRIvulP83viVrBs2TIQfc/sBQD+/v7o3Llzrvvi4uKwePFiREREgGEYSKVSNGzYEJs3b+Yc/lAbX79+xebNm9GwYUNIpVIwDIOIiAgsXrxYpVFhp06dEBAQAADKjEMFIeNPfo7thQsXULhwYdjZ2SndigDgzZs3ICJs2LABly9fhpeXF2xtbTnnM+ZCx44dYWlpaXAQHpZl4ePjo/RXHjZsGExMTFSGglWFIf1fv359RERE6Pzcj44glHng3bt3YBgGa9as0et5ri+uIlhDVsOsgwcPgojwzz//6FV3VtasWQMiwm+//WZQOenp6Rg6dCiICI0aNVIGQ2jcuDEqVKiQ6/5nz56hXLlyyiQeeb3DKghC+f79+zA3N0ePHj2Ufxs2bBicnJw07nRevXqFefPmoUKFCiAimJqaomnTpti+fbvOls5JSUnYtm0bmjRpAlNTUxARKlSogHnz5mXzM89JZmYmnJyclAtFAOjevTvMzc31yh7GJ/kxtizLKpMrlC9fHs+ePct1T/ny5dGkSRMA34PtNGrUCESEoUOHGhzrXZEfnA9Dylu3boGI8PvvvwP4bjgWEhLC2XDMkP5fvXo1RCKR0a3TCxqCUOaBNWvWGPTycH1xFWENs7owpaSkwNLSElOmTNGr7qywLItGjRrp7WIFAC9fvkR4eDgkEgnmzJmjFLDJyckwNzdXe/SVlpaG/v37g4jQvHnzPH1/8lsoZ2RkoFy5cvD19c2m/lAcYXP1YX327BlmzpyJMmXKgIhgbm6Oli1bYvfu3Won0JSUFOzevRstW7aEubk5iAhlypTBrFmzVAoTVZw+fRpElC1WcmJiInx9fVG+fHmj5qHWRl6P7efPn9GsWTMQEQYMGKA2KMq0adNgYWGhzEXOsixmz54NsViMypUra1wEaSIuLg6Ojo6IiYnhZXE7efJkWFpaZvPOuHnzJmcXK0P6X7HZKSheGnmFIJR5oEGDBqhcubLez3N5cRXBPlQlAGjWrBnKli2rd/1ZeffunV7BSIDvIUYdHR3h4eGBs2fPZrum0Dlq83PcsWMHrKys4Ovrm2dRrPJbKE+YMAFisRgXLlzI9ne5XK63zcCjR48wdepUhIaGgohgZWWFtm3bYv/+/UhMTMT+/fvRtm1bWFlZgYgQGhqKqVOn4tGjRzrXpdA55owOd/78eYhEIkycOFHnMvkiL8f22rVr8PX1hbW1NXbu3KnxXkWcgZzx4c+cOQN3d3c4OjrqHGpSEezD2dmZt91lmTJl0Lx581x/nz17NogIx44d0/i8of0fHh6Ohg0b6vXsj4oglA2ED4MEbS+uIlWeurCYmzZtAhHpvbrOiUKAcg3bmZmZiXHjxoFhGNSpU0dp/JOVTp06wd/fn1N5Dx8+RGhoKExNTbFq1SqjH2fnp1C+dOkSxGIxxo0bp/J6165d4evra1Af3Lt3D+PGjUPhwoVBREpf8cKFC2PcuHEGRVNT6By7deum8vrYsWMhFotx6dIlveswhLwYW5ZlsXLlSshkMpQsWZJT/HkA8PPzU2kz8P79e9SpUwcMw2DcuHGcDbUUYTE1JYLRhZcvX4KIsHnz5lzXuIbtNLT/Z82apbcB7Y+KIJQNRKG/4fohqkLbi6stqfynT58gkUiwdOlSvduQk65du3JKcPH27VulRfCkSZNULhpU6Ry1kZycjG7duoGI0K5dO6N+lPkllL99+wY/Pz+UKVNGrR5RYTNw+/ZtncvPyMjA0aNH0bVrVzg4OICIlBa5CgHt4OCAbt264ejRo3pZ6f7zzz/ZdI45SU9PR1hYGPz9/fMlcpuxxzYpKQnt2rUDEaFbt27K42guDBs2DM7Ozir7XS6XY9KkSRCJRKhZsybevn2rsSxFAgl1iyN9WLJkCSQSiVqh++zZM60JLgzt/wcPHvBi5/IjIQhlA2nfvj2CgoIMKkPTi6tItbhx40aNZdSsWRORkZEGtSMriYmJ8Pb21pgK8tSpU3Bzc4OLi4vGYyyFzvHcuXM6t2Pjxo0wNzdHYGCg1gxL+pJfQrl3794wMzPTuFNNSUmBhYUFZ5sBuVyOU6dOoVevXnB2dgYRoWjRohgxYgSuXbuWLZXg1atXMWLECBQtWhREBGdnZ/Tq1QunTp3inKhElc4xJ3fv3oWpqakyK1heYsyxvX37NgIDA2Fubq71+1TF2bNntdoMHDt2DC4uLnBzc8OpU6dU3qNItejj48Nr9LTatWujVq1aGu/ZsGEDiAjbtm1TeZ2P/g8MDMTPP/+s9/M/GoJQNoCMjAzY29sbHA5O3Yv76tUr2NnZoXnz5lqPLxctWgQTExNefVbPnTun3AFnRS6XY9q0aRCJRKhatSrevHmjsZwhQ4bAxcVF74xUt2/fRvHixWFhYWGUPND5IZQPHToEIsLixYu13tusWTOUK1dO7XW5XI6zZ8+iX79+cHNzAxHB09MTgwcPxqVLl7S+OyzL4tKlSxg8eDA8PT1BRChUqBD69++Pc+fOaXy+bNmyKnWOOVm0aBGICH/88YfWe/nEWGObdbGozykG8P0EycXFBUOHDtV435s3b1C1alWIxWJMnz4913c0ceJEiEQivRa96khISIBEItH6frIsi2bNmsHOzk6l+oyP/tc3fPGPiiCUDeDEiRMgIoP1ZapeXLlcjsjISLi5ueHjx49ay3jx4gWICFu3bjWoLTkZM2YMJBKJMjj8x48fUa9ePRARRo0apfVD0aZz5EpiYiLatm2rPCbkM8NQXgvljx8/ws3NDXXq1OGkK1ZlM6BNkOq7AFIl4AsXLowhQ4bkEvCadI6qytXlfeYLvsc2JSWFV7UKV5uBjIwMjBo1CkSE6OhoZR8qbBLGjh1rUDtysmXLFhARXrx4ofVexfscGRmZ63fw0f8XL14EEeHkyZN6l/EjIQhlA1CkGDM0J7GqF1efnUXp0qXx008/GdSWnCh0ggEBATh58iQKFy4Me3t7tTrEnCh0joqAGIaQ06BGH0thVeSlUM66s3j9+jWnZz59+gSxWIwlS5bg2rVrGDFiBLy9vfU+cuZKZmZmrqNwb29v5VH44sWLNeocc6LLyQ9f8Dm2Dx8+RMmSJSGTyXgzQFQEWuG62z548CDs7e1RuHBhnDx5Ev7+/ggLCzPYtzknLVu2RFhYGOf71Z388NH/crkchQoV0jkl7o+KIJT1hGVZeHl58ZKMO+eLq9DB9e7dW6dyJk6cCCsrK94zPt2+fRsmJiYQiUSoUKGCWoMzVUyZMgWWlpa87myvXbsGHx8fWFtbY9euXQaXl5dCeePGjSAibN++nfMzt27dQtGiRZV+xPb29ujatSuOHj2aZ0d6WY3G7O3tlX7QRYsW1SlwjcJGwhhqCFXwNbY7d+6EtbU1fH19OUez4oLCZmDq1Kmcn3n+/DkqVKgAkUgEExMT3m0tUlNTYWVllUttpY1evXrBzMwMd+/eVf6Nr/7v2bMnihYtWiBCtxobQSjryfXr10FE+PPPPw0uK+uLq9iZ+vn56WyteuPGDd71dp8/f0bTpk1B9D3dXNZwgVzgqnM0pF2agjRwIa+E8vPnz7Vaqyq4d+8eJkyYgMDAQGWkLpFIhJ07d/K+K9KV9PR07Ny5EyKRSBn5KygoCBMmTODkXtWmTRvY2NjotLjTF0PHNmtQm6ZNmxolzrg2mwFV7N+/X/lN8t0uxa735s2bOj2XlJSUy5uAr2/rjz/+ABHhxo0bBpXzIyAIZT0ZP348rK2tDRIGCrK+uIb4dbIsi6JFi6Jnz54GtwkArl69qtyR7ty5E7Vr10ahQoU4J4949eqVUXdFOcMZ6jvJ54VQ5uLX+fjxY7UBPxSuIb/++qvR2qgLW7duVboC7tu3T2UgksePH6t8NiEhAR4eHmr97vnEkLF9/vw5ypcvb/Twr4rTE67qjKw63B07dvC+g+/Rowe8vb31+r0XL17M5nfP17eVlpYGa2trTJgwwaByfgQEoawnpUqV4k1/q3hx161bB5FIZNCLN3DgQBQqVMigyY5lWaxYsQIymQylSpVS6m4VOsEWLVpw+mCXLl0KiUSijH1tLBSB/+3t7fXSXeeFUJ4zZw6ICMePH8/29+fPn2PWrFmcQmMaw2ZAX1TpHJOTk9WG7My5YFJEqJs7d65R26nv2B44cECpu80ZaY1vFDYDy5Yt03ovy7Jo3rx5NmvnR48eoVSpUpDJZFi5cqVBiwe5XA43NzdOITTVMX78eIjFYpw/f57Xb6tly5YoXbq0weUUdAShrAfPnj3jddeieHE9PDwMjhV88uRJEJHeGZeyWjn36NEjl2D49ddfOVvcRkZGombNmnq1Q1eyWoUrUuRxxdhCOWesYHVJJLZt26bRmnfChAm8nc4YgkLnqCl8pqrkFhUrVsT8+fOVO8KBAwdCJpNli+XON7qObUZGBkaOHKm0cs6rlKI1atRAnTp1tN6nsMTP6ReckpKC7t27g4jQtm1bvf2VL1y4ACJS6xPNhayx3M+cOcPbt6U4nckLtUd+IghlPVAcmfL1GxUTh6mpqcFZdTIyMuDg4IBRo0bp/GxWf2BNQrd169awsbHR6C7x+fNnmJiYYNGiRTq3Q1/kcjmmT58OsVjMyX9agTGFsiKrjr+/P+bNm2dQukWFzQAfdgyGoNDvcdU5fv36FZs2bUKDBg2UaSCrVKmCefPmwc/PL1vWM77RZWxfv36NKlWqQCwWY8aMGUY/Ws/KwoULtc4pz58/h42NDdq0aaP2nk2bNsHCwgLFixfXy3965MiRcHR0NNiAUJH1TGH3wce3pZhTFi5caHBZBRlBKOsB11UtV+bPn6/0++WDn3/+GYGBgTo9s2HDBpibmyMoKEirNeenT5/g4eGBGjVqqJ24FKtaLn6OfKOINObs7Kw1YD5gPKH84cMHREZGgmEYMAwDiUSCqKgorFu3jrMbUVb4thnQF0N0jgkJCVi3bh2ioqIgkUiUfaMuZrqhcB3bo0ePwtnZWWPkLGPy/Plzjadvcrkc1atXh4eHh9Z3586dO3pHGitevDg6dOig0zPqUOQH5/PbysvTt/xCEMo6Eh8fz1n/w4X3798rXUyuXLnCS5m//fYbiIjTrjs5ORldu3YFEaF9+/acgyEcPXoURIR58+apvJ7f+p+3b9+iZs2ayixFmnY9fArlT58+Yc2aNYiMjIRIJAIRwdfXF6tWreIlaMaAAQMMthkwBIXOceDAgQaX9fHjR6xatQq+vr4gIohEItSpUwdr167lzQ5B29jK5XJMnDgRDMOgZs2aePfuHS/16oMmO5W5c+eCSHtWJgU5Y3JzcUm8f/8+iAh79uzRqd3qYFkWlSpVAhHh6NGjvJS5dOlSiMVio9up5CeCUNYRXS0lNcGyLGJiYmBjY8PravLbt28wMzPDrFmzNN734MEDZTamNWvW6LzzGTBgAGQyWS4/VS46x7wgZ/YqdensDBXKX758wYYNGxAdHQ0TExMwDIPKlSvD3t4e5cuX1yvRgzoUNgP5lXVJEV2Jz91kZmYmypUrBwcHB1SuXBkMw8DExATR0dHYsGGDQXOJprF9//698iQjNjaW13HSB3U2A7du3YJMJtN5IcSyLFavXg1TU1NO2atmzpwJMzMzXhOHKFQd1atX58V63dgeHQUBQSjrSNOmTXX2KVTHL7/8AiLCrFmzeD8+bdiwIcLDw9VeV+QtLlasmN55i5OTkxEYGIiSJUtmm0h01TkaG0WeZ3d3d5XB//URyomJidi6dStiYmIgk8lARAgPD8fChQvx5s0bdOjQAVZWVnjy5AmfP0UZb50vVYeujBw5Eg4ODrwHLXny5AksLS3RsWNHvHnzBgsXLkR4eDiICDKZDDExMdi6davOYS3Vje3p06fh7u4OJycnnfMWGwtVNgOpqakIDQ1FYGCg3gF4rl+/Dl9fX1hZWWnM81ypUiU0atRIrzrUoeh/hXcJH5QtWxbNmjXjpayCiCCUdUCf6DvqePLkCaysrNChQwej6DTXrl0LhmFyHcelpaWhX79+ICI0b97c4HG6evUqTExMMHLkSOXfCmL0nVevXiE8PBxisRizZ8/O1jau/Z+cnIydO3eiefPmMDMzAxGhXLlymDNnTjbd+a5du0BE+OWXX4zyW37++WeDM5PpS2BgIG86x5ysXbsWRITdu3cr//bixQvMmTMH5cqVAxHBzMwMzZs3x86dOzmlScw5tizLYtasWRCLxahcuTJvOcj5QFWUwBEjRsDExARXr141qOwvX76gWbNmICL0798/12787du3YBiG93dW0f/169eHlZUVnj59anCZU6ZMgYWFBa9RAgsSglDWAV3j1KojMzMTERERKFKkCL58+WIUofz+/XuIRCKsXr1a+bdnz56hXLlySqtovoTm1KlTIRKJcPr0aWWcWj50jnyTnp6OoUOHgojQqFEjpV5KU/+npqZiz549aNWqFSwsLEBEKF26NGbMmKFyFxwXFwcHBwc0btzYaIsSXWwG+IRvnWNOFOocR0dHxMXF5br+5MkTTJ8+HaVKlQIRwdLSEq1bt8aePXvUWm9nHdtPnz6hYcOGICIMGzYs3yOjqWLAgAHKePqnT58GwzCYNm0aL2WzLKu08i5XrhyePXumvLZq1SqIRCLeje0U/X/y5EkUKVIEERERBqsJ+IynXxARhLIOdOnSBcWKFTN4sp0xYwYYhlHq5Yxl/RsREYH69esD+B6Wz87ODkWKFOFdH5mZmYlKlSqhaNGiOH78uPIjLKjs3bsXtra2KFq0KC5fvpyr/9PS0nDw4EG0b98e1tbWICIEBwdj8uTJGgUhy7KoV68eXFxc1Oqv+SApKQmmpqZabQb4xhg6x5y8f/8ezs7OiI6O1vidPXjwAJMmTUJwcDCICNbW1mjfvj0OHjyYbReoGNuNGzfCy8sLdnZ22Ldvn9HabyiKzHPHjx+Hl5cXwsPDedd1X7x4EUWKFIGdnZ0ybG50dDSqVKnCaz1A9rnt5MmTYBgGM2bMMKhMlmXh6+uLrl278tTKgoUglDmSmZkJZ2dnrblPtXH9+nWYmJhg2LBhyr8ZSyjPmTNHaSCiOEIyVjCEx48fw9LSEqGhoUbROfLN06dPUaZMGUilUgwfPhxE3zPcdO7cGXZ2diAiBAQEIDY2lnPA/+XLl4NI9/jg+tCwYUNUrlzZ6PVkJTw8nHedoyoUcZ1XrFjB6f7bt28jNjYWAQEBICLY2dmhc+fOOHz4sNIwTSKRoGzZsrwcnxoThc1AaGgoLC0t1YYqNZT4+HjUr18fRIRBgwZBJpMZJbpazrlt6NChMDEx0duORYGhOdoLMoJQ5sjZs2dBRCoNhbiSkpKCEiVKICQkJNtxm7GEsqLNIpEIM2fONPoLvHr1ahARatSoYdR6+OLbt2+IiYlRGqIo3JdGjx6Nmzdv6nQi8uDBA5ibm6N79+5GbPH/UGczYCyMpXNUR7du3WBubq7VYjgrLMvixo0bGDVqFHx8fEBEMDExUVr/GnOHzyfVq1cHEWHNmjVGrUcul2PGjBlK171z587xXkfOuS01NRXBwcEoUaKEQTrh06dPG63N+Y0glDkydOhQODs7G3SUNHjwYEil0lxWycYQykeOHIGTkxMkEgnq1q3LW7maUOgcra2t8fbt2zypU1cUuro+ffrA1dUVRKR0SXN1ddUrC01GRgbKly8PX19fvcMb6ooqmwFjYiydozoSExPh4+ODChUq6HXqcv36dRQuXBgSiUS54HJ1dUWfPn2Utg8Fkbdv3yoTe+SVzUCdOnUgkUjg7OzMmz+xAlVz240bNyCVSjF48GC9y83MzISTk1O2E8d/C4JQ5gDLsihWrBg6d+6sdxnHjx8HwzCYPXt2rmt8CuXMzEyMHz8eDMOgVq1aGDhwIOzs7PLkOHnWrFkwNTWFo6Mj6tevX2Csr1mWxYULFzBw4EB4eHiAiODu7o6BAwfiwoULuHLlinKXbGpqirVr1+pU/sSJEyESiXD+/Hkj/QLVREREoEGDBnlSV/369Y2ic9TEuXPnIBKJdM7ru2bNGpiamiIkJAS7d+9WuuMMHDgQ7u7uIPoeZ14x/gXpPY2OjoaTkxNMTU1VzhV8k56eDjs7OwwaNAi1atUCwzCYMGECb3psdXPbrFmzwDBMrgQtutCpUyf4+/sb2sQChyCUOXDnzh0QEfbv36/X858/f4anpyeqVaumcoXOl1B+9+4dateuDYZhMH78eGRmZuLy5ctKwxFjEx4ejoYNG2Lv3r0gIqxcudLodaqDZVlcuXIFQ4cORZEiRTTulBT9f/bsWXTu3BlEhA4dOnA67rx06RLEYjHGjh1rzJ+jktmzZ8PU1FRn311dSUxMhEwmw5w5c4xajyrGjBkDiUSCy5cva73327dv6NChA4gIXbp0QXJycq5vK+tJiYuLC4gIXl5eGDZsGP7+++98FdArVqwAEWHfvn1o0KBBntgMKLJ1XblyJduCPjIykhdjRXVzW2ZmJqpWrQpPT0+9c0Hv27cPRIS7d+8a3M6ChCCUOTB16lRYWFhw8otURbt27WBtbZ3NBSErfAjlv/76C4UKFYKTkxOOHDmi/DvLsnB3d0f//v31LpsL7969A8Mwyl1mly5dYGFhoZNO0FCy6hQVoRsdHR3Ro0cPnDhxQu3qP2f/r1u3DmZmZihRogTu3buntr5v377B398fYWFh+eJe8/Dhw1x+vcZA4XetSOGZl6SnpyMsLAwBAQEaF0l3795FiRIlYGZmli1IhaZvKzMzE8ePH0ePHj3g6OioPC0ZNWoUbty4kacC+uHDhzA3N1daFK9ZswYikcjoNgP9+vWDh4dHtt96+PBhODk5wd3dHadPnzaofE39/+zZM1hZWaFdu3Z6lZ2cnAxzc3PeXMYKCoJQ5kD58uXRpEkTvZ7dvn07iAgbNmxQe48hQllhrCEWixEREaEy/Gfv3r1RpEgRo04yq1evhkgkUq6uv379Cm9vb1SsWNHoR+d37txRa33LpW5V/X/r1i34+/vD0tISW7duVflcnz59YGpqmq8r9RIlSqB9+/ZGraNdu3YIDg42ah2auHPnDkxNTdG3b1+V17ds2QJLS0sEBATkSgPJ9dvKyMjA4cOHDbK+15eMjAxUqFAB3t7eSpsEhc2AMY29WJZF4cKF0adPn1zXXr16hcqVK0MsFmPmzJl6zx3a+n/9+vUgImzfvl2v8hs3bowKFSro9WxBRRDKWnj9+rVWoarpWXt7ezRr1kzjS62vUI6Pj0eDBg1ARBg+fLhaAXT48GEQEa5du6ZT+bpQv359REREZPvb2bNnIRKJMHnyZN7r4+qnygV1/Z+YmIhWrVqBiNCzZ89sFvOKUKJ5mZpSFaNHj4a9vb3RFj4KneOYMWOMUj5XFi5cCKLsIShTUlLQs2dPEBFat26t0shOn29Lk5+6MU5+Jk2aBJFIlMuSuHLlyka1Gbh69SqIKNvJWlYyMjKU7oINGjTQKwmEtv5nWRZNmzaFvb29XvkEFEKda5rWHwFBKGth2bJlEIvFOvv3siyLOnXqwM3NTWt2IH0mjqwBALTputPS0mBjY4Px48dzLl8XNOkcR48eDYlEwksGLHURnfbu3WtQPl5N/c+yLJYtWwapVIqwsDA8fvwYHz9+hJubGyIjI/PdildhM3DixAmjlK8IBsNXBjN9kcvlqF27NgoVKoT4+Hg8fvwYpUuXhlQqxfLly9Uueg1VDaWkpKiN6MaHz/Ply5chkUhULnqMbTMQGxsLGxsbraoXReAhLy8vnQMPcen/Dx8+wNXVFXXq1NF5R/7x40eIxWIsX75cp+cKMoJQ1kLdunVRvXp1nZ9bsmQJiAiHDh3Seq8uE4emUHmaaNWqFUqWLMnpXl3RpHNMS0tD6dKlERAQoJdO3tDYx1zg0v9///03ihYtChsbG1SqVAl2dnYFIm6ysW0GVOkc84tXr17Bzs4O4eHhsLa2hre3t9Zvhk/Phm/fvnGKfa5LeQEBAWptEoxtMxAaGorWrVtzuvfp06coW7asziF6ufb/77//DiLCkiVLOJWblWrVqiEqKkrn5woqglDWwJcvX2BiYoIFCxbo9Ny9e/dgZmaWLbC8Jri+uF++fEHz5s1BROjXr59Ox7Tbtm0DEXEW4rrQrl07lChRQu3127dvw9TUFP369eNU3ps3b7BgwQJlLtasWYKM4QfMtf8TEhIQFhYGIkJ0dHSBiZ3cq1cveHl58S44WZZFkSJF0Lt3b17L1Zf09HRER0eDiFCmTBkkJCRofcZYgXm0ZQnjQt++fWFqaqpRZx0UFGQUm4GnT5/qrMtNS0tD3759QURo0aIFpzlel/7v2bMnzMzMNBpXqmL+/PmQSqX4+vWrTs8VVAShrAF9BFl6ejrKli0LPz8/zsdOXF7c69evo1ixYrCyssKOHTs4t0fBly9fIJVKdV5gaCMjI4OTznHBggUgIrVp8t69e4elS5eiatWqyny69evXx8aNG43+LnGdOJ4/fw5ra2uULl0aEokEFStW1GuHxDcKmwFDQxfm5Nq1axp1jnnJixcvULFiRUgkEpQuXRo2Njac+t5YQjkrqvJpV6tWDUuXLlVrPf3nn3+CiLBw4UKNZRvLZsAQQbZ9+3Zl2ldtwXZ06f+kpCQUK1YMZcuW1WnBq88CoyAjCGUN6HPkGxsbC7FYjIsXL3J+RptOU5GoPDQ01KAoP/oexWtCoXPU5kcql8tRq1YtpU4Q+G6otmrVKtSqVQsikQhisRh16tTB2rVr9TIq0RcuE4dcLkf16tXh4eGBhIQEnDt3Dh4eHnBwcMAff/yRZ21VRVpaGqytrXm3GeCqczQ2hw4dgoODAzw8PHDu3Dl8+vQJHh4eqFGjhladfl4I5ax8+vQJa9euRZ06dSAWiyEWi1GrVi2sWrUq23tfqFAh1K5dW2v7L126ZBSbAUOPfB88eIDQ0FCYmppizZo1vOn0L1y4ALFYjNjYWJ3ao8tRfEFHEMpq0GeiU7xQuk6O6l7cpKQktG/fHkSErl27GqxDXb58uV5Ga5ro378/3N3dOR2dvnz5EjY2NihfvjyioqIgkUggEolQo0YNrFixIs9COOaEy8Qxd+5cEBGOHTum/NuHDx9Qt25dMAyDMWPG8J7NRxdatWqFUqVK8VpmyZIl83Wiy8jIwOjRo8EwDKKiorK9H0ePHgURYd68eRrLyGuhnJUPHz5gxYoVqFGjBkQikTLkbbly5WBra8vJJkEul8Pd3R0DBgzgrV0K4yiuCT/UkZycjC5duoCI8PPPP6s8GdSn/xUbmwsXLuj0TEFYQPKBIJTVoKsbUVJSEnx9fVGuXDmdXwxVL+6dO3cQFBQEc3NzvdyxVPHmzRu93btUwVXn+PXrV2zatAkNGjSAWCxW+oAuXry4QMTI1jZx3Lp1S5ltKydyuRxTpkyBSCRC9erVVeYBzgv4thnI7yPBuLg4VKtWDSKRCFOnTlW5oxwwYABkMhn++ecfteXkp1DOSlxcHBYvXgx/f38QEcRiMRo2bIjNmzdrPULm22Zg/fr1YBiGt3d1/fr1MDc3R1BQUC6ffX36X6ECLFasGGcVoDb3rh8JQSiroVevXjoF3OjRowfMzMxw//59nevK+eJu3rwZFhYWKF68uMYJRx8MCYSSE4XOUZWeOCkpCdu2bUOTJk1gamoKIkLFihUxf/58NGrUCLa2tgVCHwtonjhSU1MRGhqKwMBAjVltjh8/DhcXF7i6uhrNPUkT+holqiM/jWdOnDjBqS+Tk5MRGBiIkiVLqjV6LChCGfiuF7exsUFMTAzmz5+PihUrgohgamqKJk2aYNu2bSqFkEL/zJfNgDECbvzzzz8oXrw4LCwssHnzZuXf9e1/hbFsz549Od2vCIRSUIwSDUEQyipQuJlwtRY+ePAgiAhLly7Vqz7Fi3vu3Dl0794dRIQ2bdoYxdJ42rRpBoUMzcr48eNhY2OjnBCTk5Oxe/dutGzZEubm5kor2VmzZuH58+fK5z59+gR3d3fUrFkz3/18Ac0Tx/Dhw2FiYoKrV69qLSfr7m7KlCl5/tvq1q3LW9rM6tWr57mbiT6nDlevXoWJiQlGjBih8npBEcpyuRw1atSAh4dHNnuJZ8+eYdasWShTpgyICObm5mjZsiV2796tXAQqVGkTJkwwuB2K0JTTp083uKycJCYmok2bNiAi9OjRAykpKQb1v8Kt9Pfff+d0f9++fQuM+54hCEJZBbokcfjw4QNcXFwQFRVlcCg6f39/yGQyrFixwmgvlqHJNbJSsmRJtGzZEvv27UObNm2UKedKliyJadOmaYyVfOTIERAR5s+fb3A7DEXdxPHXX3+BYRidYutmZGRgzJgxICJERUVpDRzDJ3zZDMTHx/Oic9QFQ/TzU6dOBcMwKuM0FxShPG/ePBCRxtSIjx49wtSpUxEaGgoigpWVFdq2bYv9+/ejZcuWvNgMGDuJA8uyWLFiBWQyGUqXLq1MTqNP/7Msi7p168LV1ZWTvUnW5Bo/MoJQVsHo0aM5pTtkWRaNGzeGg4ODQWHeZs2aBaLv6eS47MgMgWVZ+Pn5oUuXLnqXkZ6ejnXr1imDeRARgoKCMHHiRJ18DPv37w+ZTIbbt2/r3RY+UDVxf/nyBV5eXggPD9fLgEthMezp6ZlnidgVIWE3btxoUDkbNmzI09CFWS3ZuQTbyUlmZiYqVaoELy+vXPNOQRDK//zzD2QymU7GWvfu3cOECRMQGBio3EETfU9BaYgxU+fOnfMk3eHff/8Nb29vWFpaGtT/b968gb29PZo0aaJ1o1JQQsIaiiCUVVCiRAlOmUsUgmnXrl161ZOWloaBAweC6HsS9pMnT+pVjq4MGzYMzs7OOgmbjIwMHD16FF27doWDgwOICAzDYNiwYXrrvZOTk1G8eHGUKlVK53jVfKJq4u7YsSMsLS3x5MkTvcvN6ls7b968PDlWK1++PJo2bWpQGU2aNMmTIP8sy2Lu3LmQSCSoVKmSQTYGjx8/hqWlJTp16pTt7/ktlNPS0lCyZEkEBgbqrTL6559/MGzYMOU84eDggK5du+Lo0aM6fcOZmZlwcnLC8OHD9WqHrnz+/BnVq1dXquP0XUzs3LkTRIT169drvbdt27b5mjyFDwShnANFaDttgvbp06ewsrLCzz//rFc9z58/R4UKFSCRSDB48OA8nTjOnj0LIsKZM2c03peZmYmTJ0+iV69ecHZ2BhHB29sbI0aMQNmyZVG3bl2D2/L3339DIpFg1KhRBpdlSBuy9v/u3btBRMo0lIaQnp6uHN/GjRtzikJlCIo0o5qM0jSRV+nwEhIS0LhxYxARBg8ezIsry5o1a0BE+O2335R/y2+hPHLkSM42CdqoU6cOypUrhxEjRqBo0aIgIjg7O6NXr144deqUVhuG06dPK21X8oorV64orc0NCbbTvn17WFlZaY03rhDg+ZFmlC8EoZwDLkHgMzMzERERgSJFiuiVoPv333+Hvb09PD09cf78+TyfODIzM+Hi4oKhQ4fmuiaXy3H27Fn069cPbm5uICIULlwYQ4YMweXLl8GyrFLnyFcQeIVxj7ZFgrHI2v9xcXFwdHRETEwMrzvb3377DTY2NpziNRuCwmbgwIEDej2/f/9+o+ocge8TtSKO+J49e3grl2VZNGrUCI6OjkpXu/wUyqdPn1a6dPGBIjnOp0+fwLIsLl26hMGDB8PT0xNEBDc3N/Tr1w9nz55VKaCHDBkCFxeXPDVAVPT/unXr4OnpCQcHB86GW1n5/PkzChcujCpVqmg8HdCUHOdHQRDKOYiIiED9+vU13jNz5kwwDKPzcXNGRgZGjRoFIkK9evWURkD5MXF07doVxYoVA8uyKj/wQoUKoX///jh37lyuj5hvnWNGRgYqVaoEb2/vfHHBUfT/lStXEB0dDWdnZ2VeaD5RZDaSyWQaMxsZgqE2A8bUOarKuMU37969g7OzM+rXrw+WZfNNKH/9+hVFixZFpUqVeAsqo85mQC6X49y5c+jfvz8KFSoEIoKnpycGDx6MS5cuKb9xX19fdOvWjZe2cCVr/3/8+BH16tUDEWH06NE6hw49efIkGIbBrFmzNN4XHR2NKlWqGNLsfEUQyll49+4dRCIRVq9erfae69evw8TEROUuUxNv3rxB1apVIRKJMG3atGyCLj8mDsWOqEuXLvD29tbpKKxJkyYoX748r+159OgRLCwsDDJA0xdF/48ePZo3y3R1cMkBbChDhw7V2WYA+J/OcdiwYby36evXr8rc1L169dL7eJ0LCgvjlStX5ptQ7ty5MywtLXlfeJQrV06jzYBcLsepU6dyqZwUkbf0PUHRl5z9L5fLMXXqVIhEIlSrVk3nhf2QIUMglUo1xtxetWoVRCKRURbWeYEglLOwZs0aMAyjNspUSkoKgoODERwcrFP+XkVgCTc3N5W767ycOG7duoUxY8bA19dXadXZrVs3HD16lNPKNTk5GRYWFkbROa5atQpEhL179/JetiYU/W9qappnO4ktW7bAwsICAQEBuHXrFq9lK2wGzp49q9NzZ86cMYrO8datW/D394elpSW2bt3Ka9nq6Nq1KywsLLBnz548F8qKOjUt7vVFF5uBrMaZCi8JX19fjB07lvegROpQN7edPHkSrq6ucHFx4eR6qiA1NVU5B6vrg7dv34JhGF5sQvIDQShnoWHDhggPD1d7ncsqLStyuRyTJk1SxndWJ+yNLZRzulfY2tqiY8eOqFy5MsqWLatTWcbUObIsiwYNGsDJyUltdh1jcPHiRaVLmjF2ruq4e/cuSpQoATMzM06WpVzJzMyEs7Ozzqc5xtA5rlu3DmZmZihRooTOKfkMITExEd7e3ggJCclTofz27Vs4OTmhYcOGRlFP6GszUKZMGVSuXBkdOnSAjY2N0o1xwoQJRh0XTXPb27dvlXHBJ0+ezPm9u3HjBqRSKYYMGaL2nkqVKqHR/7F3lvFNZF8fPxOpuxulhbbQUqC0FC1SoC1S3FncHRZ3iru7w+K26LK4u7ss7u6lmszvecEz+Vcik2SSdpd83/Ahydx7O3LP3HvO+Z3atXUddo5iMsr/T2JiIiwsLFT6K44cOcLLn8Hx/v17xMXFgWEYjBgxQu1WoiGMsjohAi79aPXq1SAivHz5kne77dq1Q1BQkGDjzAo3qdWsWdNoyjzcdvKKFSuM0l9Gfvz4gVatWoGI0K5dO0GU1gCgffv2ipgBPnA+xw4dOgjSf1JSEtq1awciQuvWrfHjxw9B2tWGU6dOQSQSGc0osyyL+Ph4g75UsiyLwMBArdw8L168ABFhzZo1AH6uNnft2oXmzZsrBH+KFi2K8ePHC77drmluk8lkGD58OBiGQdWqVXkXpeHielTJsE6ePBmWlpY5ct/pi8ko/z/btm0DESktjchF/lWoUIGXn+7UqVPw9vaGi4sL9u3bp/H3QhnlJ0+eYPLkyYiIiFBsTTdp0gTbtm1TutXz6dMniMViLFiwgFf73ArMED7HjHDbf0uWLDFoP8BP9TauSEZOCkwsX74cFhYWKFKkiE766VnZvXs3iAi3b9/m9ftbt26BiPDXX3/p3fe9e/dQpEgRWFpa5vgWIvdiwBkkQ7J48WKjuF+0jRmYP38+JBKJ0nKoycnJvKRxdYXv3LZ37164uLjAx8eHl9tFJpOhfPny8PX1VZoBc+/ePRCRoNH9xsJklP+fVq1aISQkROl3XI6cpgo8LMti6tSpkEgkKFu2LJ4/f86rb32M8osXLzBjxgyUKlVK4RetX78+Nm3axOstsVKlSoiLi+PVF+dz1NZXqQvt2rWDtbW1QfMNf/z4gYIFCyI4ODjHjTLwc1suKCgItra2eldnSk5OhrW1Ne90nHHjxumV38yxceNG2NjYICgoCNevX9erLSE4e/YsiAh+fn6C7UIo4/79+0YLVNT2OYyNjUXlypU1/o4rIlO/fn1FEZlSpUphxowZvMpMKkObue358+coU6YMJBIJpk2bpnGXh9OKaNmypdLvg4OD0bp1a53GnZOYjDJ+BkQ4OTkpFbDYvHkzLzWZT58+oXbt2iAi9O/fXysxBG2N8ps3bzB37lyUK1cODMPAzMyMdxm4rMyePRtSqZTX9erfvz/c3d2NUjeYSykpXbq01qkTfOnRowcsLCwUggM5bZSBn89Po0aNQETo3r27VgGFWalfvz7vKPkSJUqgQYMGOveVkpKC7t27g4jQuHHjHEltUwb3bJmbm/MuMKMt6enpKF26tNFS+rTZsfry5QukUinmzJmjVR/fvn3D2rVrUatWLZiZmYFhGJQrV07rcqvazm1paWno168fiAh16tTRKLbDqSpu3rw523eDBw+Gs7OzweYPQ2EyyvgZCUhEOHfuXKbPOd3V+vXrq31r48QQHBwcdNq64nPjKiuYXq1aNaxcuVIvlagnT56AiLBhwwa1vxPa58iHkydPKiouCQ1XDm/27Nk5rvqUFZZlMXfuXEilUkRGRmpUMVIF35iBrD5HbXn06BGKFy8OMzMzzJs3L1dV6eGuLTfRKyszqi9jx441uvgN35iB9evXg4j02or+/PkzVq5ciWrVqkEikSgCVxctWqTRB6zrs7V9+3Y4ODjA399fbYEJlmVRr149ODk5ZUuv4nZJjh07plXfOY3JKONnsXQvL69M0X98KpSwLIt58+bBzMwMxYsX11knWdWN++nTJyxbtgyxsbEQi8UQi8WIiYnB0qVL9a4ElJFixYqhadOman/D+RyNnec4ePBgSCQSQQ3mx48f4eXlhZiYGMjl8lxnlDnOnz8PPz8/ODg4YOfOnVofzymvaYoZmD9/vkIpSlt27NgBBwcH+Pn54cKFC1ofb2i4a3vhwgVUqVIFXl5egj47Fy9ezBGZWC4LQlPMQJMmTRAeHi5Yvx8+fMCSJUsQExOjmJPi4uKwbNkypfePPs/Wo0ePEBERATMzM8yfP1/lCwhXqa9q1aqZfiOXy+Hp6Ynff/9d675zkl/eKLMsCz8/P3Tu3DnT5/PnzweR6lqe3759Q5MmTUBE6Natm17bjBlv3K9fv+KPP/5AjRo1IJVKwTAMKlasiAULFhgsGX7UqFGws7NTWxRCX01lXUlNTUWxYsUQHBwsiE+QZVk0atQIjo6OCj9ZbjXKwM8Xs1q1aoGIMGDAAK01oitVqqRRozwuLo6XzzEjaWlp6N+/P4gItWvX1smgG4OM1/b58+dwcHBAkyZNBGk7KSkJBQsWRHh4uNELqvDRC0hJSYGtrS1Gjx5tkDG8e/cOCxYsQMWKFcEwDKRSKWrUqIE//vhDMf/r+2ylpKSga9euICI0bdpUpXtAVU37Tp06wd/fP1ft3mjilzfK165dAxFh7969is/u3bsHS0tLdOnSRekx169fR1BQEGxsbDRu+/KBE4qvWLEizM3NQUQoW7YsZs+ebZTyeVevXgURqY0U19fnqA+3bt2Cubk5evXqpXdba9euzbZdn5uNMvDzRWLKlCkQi8WIiorSKuhm1qxZamMGOJ/j7Nmzebf54sULREVFQSwWY+rUqbl6wst6bbnt3HXr1undds+ePWFhYZFjpUc1xQzs3bsXRMRbV0EfXr16hdmzZ6Ns2bIKH36dOnUwfvx4QZ6t9evXw8bGBgUKFFAZQNi5c2dYWlpmyl74+++/QUS5IuiQL7+8Uc66SkxLS0NkZCQCAwOVFqVYsWIFLC0tUbhwYb1SV378+IHNmzejQYMGCkMcGhqK6dOn847aFgput6Br165KvxeqTq8+zJw5E0SEAwcO6NzGs2fPYG9vj2bNmmX6PLcbZY6TJ0/C29sbrq6uvH2jXMzAxo0blX6/YcMGrXyO+/btg4uLC7y9vXOsgIg2KLu2TZs2hYODg16lIvfv3w8iwqxZs4QYpk5o0qDv0qVLjqwSnz17hmnTpqFEiRIg+lluskqVKtiyZYteu113795F4cKFYWlpqVRTIDExEQEBAYiMjFTsKBl6t8AQ/PJGOTw8HI0bN1b8PyEhAWKxGGfPns30ux8/fqBNmzYgIrRt21anpPSUlBRs374dTZs2hbW1NYgI4eHh6NmzZ44bhd69e8Pb21upqk7G6jQ5hVwuR+XKleHt7a3TOORyOSpVqgQfH59sx/9bjDLwc8swNjYWDMNg5MiRvCLh1cUM8PU5ymQyjBgxAgzDIC4u7l+jK6zs2n769Ane3t6oXLmyTuplXExClSpVjFpxSdk4VFVrk8vl8PLyynF/KqdDXrBgQRARrK2t0bRpU2zfvl0nl5+mefjs2bMQi8VISEhQfNaoUSNERETo/bcYi1/aKD99+hREpNDjPXfuHMRiMUaOHJnpd5re0NSRmpqKv/76Cy1btoSdnR2ICEWKFMHYsWMVQiW5wSgcOXIERITz589n+y4uLg6VKlXKgVFlhvMJagpKU8aMGTNARDh48GC273LD+dcGmUyG0aNHg2EYVKlSRaN6VEJCgtKYgdTUVNjZ2WHUqFFqj3/z5g0qV64MkUiEMWPG5Kgh0hZV1/bAgQMgIsycOVPrNps0aQIHBwej72gpIzo6WmnMACcdq20lO6HJeP7/+ecfjB07FoULFwYRwc7ODi1btsRff/2ltU9++fLlih3LrDKhI0aMgFgsVmTTrFu3DkSk186IMfmljTKXo/vlyxckJiYiMDAw09YH8HN7j/Nl8C0ckJ6ejn379qFt27ZwdHQEESE4OBgJCQlKoyVzg1HgcrWHDh2a6fOvX79q7XM0JNwDpo1P8ObNmzA3N0fv3r2Vfp8bzr8uHDx4EG5ubvD09FSb9sHFDGTd8ubSwtT5HI8dOwZPT0+4ubnh0KFDgo3dWKi7tr169YK5ublWPmHu/jNWYQ1NzJo1C2ZmZtnm2yFDhuSKHF1V5//27dsYOXKkYgXt6OiIdu3aYd++fbzHfP36dUWhk4wxImlpaShevLjCBfn582dIJBKtc7Vzil/aKFeuXBmxsbEAgK5du8LS0lLx1pUx6q9JkyYaRQFkMhkOHz6MTp06wcXFBUQ/K7IMHToU169fV+vXyS1GoWXLlihUqFCmz7T1ORoDbVYqqampCAsLQ0hIiEp/Vm45/7rw8uVLlC9fHmKxGBMnTlS6ilUVM6DO5yiXyzFhwgSIRCJUqFDBKAGHhkDdtU1KSkJwcDCKFSvGa6X27NkznXdqDIWqmIGQkBC0atUqZwaVAU3PFsuyuH79OoYOHaqoXOfi4oJOnTrh8OHDGt0zqrJg7t69C0tLS8U9HxMTgypVqgj7xxmIX9Yoc7rP8+fPx549e0BEmDdvHgD++XFyuRwnTpxA9+7d4eHhoZDzGzBgAC5dusQ7wCK3GIU///wTRIT79+8rPmvSpAmKFSuWg6PKzsePH3n7BAcNGgSpVIrLly+r/E1uOf+6kp6ejsGDB4OIEB8frzQPt1evXvD29lbck5zPUdnuwYcPH1CjRg0QEYYMGZLjqy190HRtL126BIlEgsGDB6ttR9+YBkMSFhaW6UXhn3/+ARFh27ZtOTeo/0ebZ4tlWVy6dAkDBgxA3rx5QUTw8PBA9+7dceLECZXPOsuymD9/fja9iLlz5yrSWufNm6dS/zu38csaZU7t6Pr16/Dw8EBcXBxYlsX27dthb2+vUkmGZVmcOXNGERhFRPD29sbvv/+Os2fP6hTpmFuMAlcpa+rUqQD4+xxzAj7RrydOnADDMBr1n3PL+deX3bt3w9HREb6+vtnU6biYAU7g4/z580p9jmfPnoWvry+cnJwEKU6R0/C5tuPGjYNIJMKJEydU/kaI6H9DkZCQAHt7e8Vqf8qUKbmmQpKuzxbLsjh79ix+//13xTzr4+Ojdp7NqqzIsizi4uLg4eGB69ev66VaZ0x+WaPcoEEDREZGKiTanjx5gr59+4Iou+Yqy7K4ePEi+vfvn+kNrkePHjh58qTegS+5ySjUrFkTUVFRAP7nc7x69WoOj0o56vJEv379Cj8/P5QpU0bjFlhuOv/68uTJE5QsWRJSqRSzZs1STF5ZYwaGDBkCJycnxSqYZVlFTnPJkiVzlbtCH/hc2/T0dJQpUwb+/v5K3VRC5skbgitXrmSKGShbtixq1aqVw6P6iRDPFrcj2aNHD8WOZN68edG/f39cvHgxk4HOWIOgX79+ePLkCRwdHVG/fn1ERESgYcOGQvxZBuWXNMpcBZ0GDRqAiLBw4cJs1UlYlsW1a9cwZMgQ5M+fH0QEV1dXdO7cGUeOHBG0KENuMgrLli2DSCTC27dv0bVrV/j5+eVacQh1ikpt27aFjY0Nr/qwuen8C0Fqaip69+4NIkKDBg0Upe1atmyJ0NBQAEChQoUUPscvX76gfv36ICL07t3b6OpUhoTvtX3w4AGsra3Rrl27TJ8LrShnCFiWRd68edGtWze8ffsWDMPkeMlMDqGfLZlMhiNHjqBz586ZYneGDBmCa9euKebuadOmKar1LViwAESE+vXrw8bGRi/1RWPwyxhluZzF9isv0GjRaRQbuRvuTSfAMSwGlSpXzlTH89atWxgxYoQiKtDJyQnt27fH/v37DeZby01G4d27dxCJRFiyZAm8vb1VRiznFjjt4YxR41xt7KVLl/JqIzedfyHZsmUL7OzsEBAQgCtXrihiBrh0oG3btuHKlSsICAiAnZ0dtm7dmtNDFhxtru2SJUtAlLkG75AhQwTXXjcEXMzAkiVLIBKJck0euSGfrfT0dOzfvx/t2rVTZLkULFgQI0eOxO3bt3Hq1Cn4+PjAxcUFlSpVgo2NLayCy6PKhN0oM/EgGi06je1XXkAuz12Ljl/CKMvlLHqsu4S8g3bDf/Bu5B20G74DdiDvoN1wrtkPUeXKYdCgQQgNDVXkz7Vq1Qp79uzRWmtYF3KbUYiKikK5cuVARDhy5EhOD0cjXJWeU6dO4c2bN3BxcUHt2rX/dYF2huD+/fsICwuDubk55syZA3Nzc8THx8PCwkLx/2LFihm0bnVOom2gUa1ateDq6oo3b94YtEqZ0Bw+fBhEpHh2cwvGeraU6UEULlwYgwYNQlRUFBhGBI96g5F30G7kHbgzky3osf5yrjLM2thQEf1L2XX9Fe28/pqIiFj8/IwRiYmIyKZQRbr8gaG5c+dSkSJFaMeOHfTu3TtauXIlVatWjaRSaU4NO8eoU6cOnTlzhhwdHSkqKiqnh6ORgQMHUsmSJalFixbUunVrEolEtHjxYmIYJqeHluMEBATQ6dOnqVWrVtSjRw9ydXWlo0ePkouLC/Xo0YNat25Np0+fpvz58+f0UHMchmFoyZIlRETUpk0batGiBZUqVYoGDBiQwyPTTLly5cjR0ZHOnDlDderUyenhGB0zMzOqXr06rVq1it69e0c7duygwoUL09y5c+nkyZPkVbommQeV/flj5qcp42zBzmuvaNf1Vzk0cv2Q5PQAdGXd+WckYv53ETIBlorW70ZTq/mQhYUFERHdunXLqOO7c+dOpn9zmoCAAJLJZJQvXz66fv16Tg+HFwMHDqSGDRvSo0ePaMaMGfTixQt68eIFr2Nz2/k3BJ06daI8efLQqFGjSCaTUXJyMo0ZM4aqV69Ot2/fzunhGQxdru3gwYOpT58+JJVKacaMGf+aZyBfvnx06dIlyp8/P12+fDmnh0NEOfds+fj4UN++falbt2506tQpWv7EjpJYuWIxlhER89NG1A7zNuoYhYABoMysZeLbt29kb29PX79+JTs7O2OMSyNlJx2il19SVH4v+/qOXi5oa8QRmTBhwoQJY+HdZTlJ7N1Uf+9gSacGVjLiiFSjjQ39166UfRyt6PXXFKUrZbBykn15S5aWllS+fHmKjY2lMmXKkJmZmdHGd+fOHWrevDmtWbOGgoODjdavKlavXk1z5swha2trOnDgAEkkufvSy2Qy6tChA3348IH8/Pzo7t27tHHjRnJycuJ1fG47/0KTkpJCU6dOpW3btpGbmxslJiaSjY0NvXv3jurVq0f9+vUjc3PznB6mQdD22n769IkaNWpEwcHB9PTpU3J2dqYlS5b8K56BKlWqUFJSEvXs2ZOaN2+e00Miopx5tlJTU+nMmTO0f/9+On78OCUnJxPz4xPB1lnlStnH0dIoYxOa3H1XqqFZCV869/iT0u8YkZi8kh9R2969affu3dS3b1+ys7OjOnXqUOPGjalKlSpGM9DBwcEUHh5ulL7U0atXLypTpgydOHGCkpKSqGLFijk9JLWMGzeObt68SSdOnKD8+fNTaGgozZ07l7Zt26aVXzm3nH8hefDgAbVr147u3r1Lc+fOpX79+lGVKlXowIEDNHfuXOrbty89evSINm/eTAEBATk9XIPB59oCoDp16pBEIqE///yTHjx4QOXLl6eDBw/SkCFDjDRS3Thy5Ah9//6doqKi6OLFizR9+vScHlImDP1spaWl0YEDB2jjxo20Y8cO+vbtGxUpUoR69+5NJ0+epEsXdpJrbeWxASx+2oh/I//aQK+aRbyoVlEvIvr5VkT0c4VMRGTz8Q49P7mdVq9eTQsXLqTbt2/T77//TufPn6caNWqQh4cHtW/fnvbv308ymSyn/gSj8e7dOzp9+jS1bNmSvL29aceOHTk9JLVcunSJEhISaPDgwVSmTBlyd3enJUuW0I4dO2j58uU5PbwcZevWrRQeHk6JiYl09uxZ8vLyopSUFOrVqxelpqaSt7c3nT17lhITEykiIoK2bt2a00POUZYtW0Y7d+6kJUuWkLu7O5UtW5YGDRpEI0eOzDU+WlXs2LGDvL29qVWrVnTq1Cl6//59Tg/J4MhkMtq/fz+1a9eOPDw8KD4+ni5evEh9+vSh27dv0/z58+mPP/6gO3fuUCkvKaXcO0lERNxrOmcLahX1oppFvHLmj9AXocO5jUnGPOXSEw7Cs/kkRLfuDyIGCxcuRNmyZSGRSDB16lRFAro+QunakJtScjjxkHfv3v3rxUOsra15pfrkpvMvBKmpqejVq5dCPIR7FvmIh/Tq1cskHpIBk3iIfhhCPERT4R+WZTF16lSIxeLM4iENGsCpWCwaLDiJMhMPmfKUcxsNGjRA8eLFUb9+fTg5OeHp06fo168fiAi1a9fOJrPJCaX7+fnxFkrnS24yCv8Vmc1v377B39//l5TZLFGihKLcpjYym1wp019RZrN06dImmU0DIJTM5vHjx3kV/skos9m/f388fvwYjo6OivneJLOZi8lakKJq1aqKghQODg5qC1JkFUrnlK/OnDljKkhhJEwFKbLDFaTImzevIAUpdu/ebbSxGwptClKcPHlS5W9MBSl0Q5+CFFkL//j4+KBPnz44d+6c0nn2woUL2QpSxMbGwtPT01SQ4t9glJWVbpw/fz6An6UbixcvDjMzM8ybN09t6caTJ0/yEkpXR24xCv+m0o1eXl6oUqUKr9KNEonkP1+6cdCgQYKVbvz48aOidOPgwYNNpRthKt2oK9oqqulS+IdlWcybN09l6ca///7bVLrx32CUAaBy5cqIjY0F8LPgu6WlJe7duwcASElJQbdu3UBEaNKkidJtrYzwEUpXRW4xCi1btkShQoUyfbZhwwYQUa7azmzSpAkcHBzw/Plzjb9NTU1FWFgYQkJCVPoEc8v514WXL1+ifPnyEIvFmDRpktKJi2VZ+Pn5KQq+c3Tp0gX+/v5K7025XI6JEydCLBajfPnyePnypcH+BkOi7tomJSUhODgYxYoV4+VHf/78ORwcHDIZwJzmyZMnICJs3Lgx0+chISGKmIGcRNOzpW/hn2/fvqFJkyYgInTv3l1RbOLOnTuwtLRU3PMxMTGoUqWKsH+cgfiljTLnQ/vy5QsSExMRGBiIyMjITHrXGzZsgI2NDQoUKIDr16/zaleTUHpWcoNRyOpz5Pj69avCP5kbWLduHYgI69ev533MzZs3YW5urrK4Rm44/7pw4MABuLq6wsvLC8ePH1f5u6tXr2byOXJwMQPXrl1TeeyxY8fg6ekJNzc3HDx4ULCxGwt117ZXr14wNzdXGpOgCu7+W7dunZDD1JlZs2bBzMws23w7ZMgQODs75/guh6rzL0Thn+vXryMoKAg2NjbYsGGD4vO0tDQUL14cQUFBSExMxOfPnyGRSDBnzhxB/zZD8Usb5adPn2aa4M+ePQuxWIyEhIRMv7t79y4KFy4MS0tLrFixQqs+UlNTsWfPHrRq1SqTUPqYMWPwzz//AMgdRoHzOZ4/fz7bd3FxcahUqVIOjCozz54903mlMmPGDBCRUsOSG86/NshkMowaNQoMw6BKlSp4+/at2t8nJCTAzs4u22qQb8zA27dvUblyZTAMg9GjR+sd2GhMVF1brlLWzJkztW5Tm50aQxMdHY2qVatm+/zcuXNKYwaMTcbz/88//2DMmDGKwj/29vY6F/5Zvnw5LC0tUbhwYcXuJseIESMgFosVcRXci9SzZ88E+7sMyS9tlAEgPDwcjRs3Vvx/5MiRmS4ox48fP9C2bVsQEdq0aaNTEEVKSgp27NiBZs2awcbGBkSEYsWKoUePHjluFLiACmUT7oIFCyAWi3PUH6OvT08ul6NSpUrw8fHJdvy/ySi/e/cOsbGxYBgGCQkJvFLzihUrpvJFpkmTJggPD9fYhkwmw8iRI8EwDGJjY3NNaUBNKLu2nz59gre3NypXrqzTC8bHjx/1Ol4oPn78CLFYjIULF2b7josZ+P3333NgZP9j586dICIUKFAARAQbGxs0a9YMO3bs0Kmu8Y8fP9C6dWsQEdq1a5fNJXXmzJlsC6tGjRohIiJC77/FWPzyRnnUqFGwtbVV3CBpaWmIjIxEYGAgEhMTs/1+xYoVije0u3fv6txvUlIStmzZgoYNG8Lc3BxEhEKFCmHatGlGf6NT5XPkePnyJYgIq1evNuq4MiJE9OuzZ89gb2+PZs2aZfr832KUT5w4AW9vb7i6umbbilaFKp8jh7YxA/v374erqyu8vb3VRivnFpRd26ZNm+q90uUT/W9o/vjjDxARXr16pfR7dTEDhuTZs2eYOnUqIiMjQUQgIsTExGDr1q165XrfvXsXoaGhsLS0xMqVK7N9n5iYiICAAJQoUUKx8k5JSYGtrS1Gjx6tc7/G5pc3yteuXQMRYe/evYrP7t69mylIICvXr19HgQIFsvkydOXEiRMgIkRHRysMdJkyZTBr1iyVD5yQcD7Hffv2qfxNiRIl0KBBA4OPRRlC5omuXbs2m086txtllmUxefJkiMViREVF4cWLF7yPnTVrFqRSqcrnUZeYgRcvXiAqKgpisRhTpkzJteIyQPZrK6RPWF2evDGoX78+SpYsqfL7vXv3aowZEIpXr15h1qxZKFOmDIgI5ubmqFu3LiZMmCDIs7V+/XpFbM+NGzeU/qZz586ZgnUB4O+//1akvv5b+OWNMrdK7Ny5c6bP582bByLCnj17lB6XMeqva9euOm3FcGScOL5+/YrVq1cjPj4eUqkUDMOgQoUKmD9/vkbfoa6MGjVKqc8xI+PHj4e1tTWSk5MNMgZVCK2oxLIsGjduDAcHB4Vxy81G+dOnT6hZsyaICAMHDtQ6cKdSpUpKfY4ZiYuLQ+XKlbVqNy0tDQMGDAARoVatWrk21STjteWip5s0aSJI2+oU5QxNUlISrK2tMWHCBJW/4WIGDLVKfPv2LebPn48KFSqAYRhIpVLEx8dj9erVivlf32crJSUFXbp0ARGhadOmKrNg/vrrr0xprRydOnXKkd0CffjljTLw05/q5eWVyT/Esizi4uLg4eGBDx8+KD2OZVnMnz8fZmZmiIiIUOTHaYuqG/fTp09Yvnw54uLiIBaLIRKJUKVKFSxZskTlmHRBnc+R49atWyAiowtKDB48GBKJRFCDyeU5x8TEQC6X51qjfP78efj5+cHR0RE7d+7U+njO57hgwQK1v5s/f77OMQM7duyAg4MD/Pz8FMIkuQnu2l64cEERk6Asj1tXLl68CIlEgiFDhgjWJh927doFIlKazZERvjEDfPnw4QMWL16MKlWqQCQSQSKRoGrVqli+fLnS+0efZ+vhw4eIiIiAmZkZFixYoNKwvn//Hu7u7goBKA65XA5PT88c96tri8koAzh69CiIKFtw18uXL+Hk5IT69eurfdO6ePFiJiUZbeFz475//x6LFy9G5cqVMz0MK1asyCQJqi2cz1HTNjzLsggMDESHDh107ktbTpw4AZFIhHHjxgneNucTnD17dq4zyizLYs6cOZBKpYiMjMTjx491aodTrdOUY/zixQu91I4eP36MyMhImJmZYe7cublqVcJdW05Cl68vXhvGjh2rURFMaNq3b4+goCCN53r9+vV66wx8/vwZK1asQNWqVSGRSCASiVC5cmUsXrxY4+JA12dr+/btsLe3h7+/v9pjWZZF3bp14eTklM3Vd/bsWRARjh07plXfOY3JKON/ObrK3nY3b94MIsIff/yhto3Pnz+jTp06iglAmxB/bW/cN2/eYN68eShfvjwYhoGZmRlq1qyJNWvWaBQ5yQqXq83nevXv3x9ubm6CFuNQRUbtakPlWvbo0QMWFhbYsmVLrjHKX79+RaNGjUBE6NGjh17bopp8jhnRN2YgJSVFkUXQuHFjre9DQ8E9W2ZmZujZs6dB+uC0s/Ply2eUv1smk8HNzQ0DBgzQ+NsvX75AKpVqnaP77ds3rFmzBjVr1oSZmRkYhkH58uUxb948vHnzhnc72s5taWlp6Nu3L4gIderU0bjgWLlyJYgIW7Zsyfbd4MGDc0WutraYjPL/06pVK4SEhCj9rkWLFrCzs8OTJ0/UtsGyLKZNmwaJRIIyZcrwju7UZ6X24sULzJw5E6VLlwYRwcLCAvXq1cPGjRuVRo9npVKlSoiLi+PV18mTJ0FEOHXqlNbj1JZ27drxrvKkKz9+/EDBggUVAgY5bZSvXbuGwMBA2NraYtOmTXq1lZycDGtra4263xzjxo0TJGZg48aNsLW1RVBQkFECjDTBrZb8/PwMWuXp/v37sLa2Rvv27Q3WB4e2z2FsbCyvmIHExERs2LAB9erVg4WFBYgIpUuXxsyZM3VWdNNmbnv27BlKly4NiUSC6dOna9wFePz4MWxtbdGyZUul3wcHB6N169Y6jTsnMRnl/2fbtm0gIoWgR0a+fPkCX19flC9fntcq8dSpU/Dx8YGLi4vaiGYOobZPnz59iilTpqB48eIgIlhZWaFx48b4888/lU5InP63Jp8jhzZv6Pqwfft2EBGWLFli0H6AnyL2YrE4R40yy7JYtmwZLCwsULRoUaX3oLbs3r2bl8+Rg4sZ+Ouvv/Tu+969eyhSpAgsLCxyvIQgpy1gjEIEixcvBhHp5MLShv79+8Pd3Z33jtX8+fNV6j4nJSVh69ataNSoEaysrEBEiIyMxNSpUwWR1uU7t+3duxfOzs7w8fHB6dOnNbYrk8lQrlw5+Pr64suXL9m+v3fvHogI27dv13nsOYXJKP8/XIWkKVOmKP3+yJEjYBhG5fdZef/+PapWrQqGYTB8+HC1D5AhfJoPHjzAhAkTEBYWBiKCra0tfvvtN+zcuVMRKc7X55iRdu3aISgoSLBxZuXNmzdwdXVFrVq1jOab5KI7tVVrE4LExES0atUKRIT27dsLtprj63PkEDpmICkpCe3btwcRoXXr1jlSsejUqVNgGMZoL1wsyyI+Ph6urq4Gy5TgrpM2K/KsMQMpKSnYuXMnfvvtN4WIUVhYGCZMmICHDx8KOl5Nc5tMJsOwYcPAMAyqVq2K9+/f82p38uTJYBhGpWLZ5MmTc02lLG0xGeUM1KpVC2XLllX5fd++fWFmZsZ7W04ulyuCQKKjo/H69WulvzN0oNHdu3cxevRoFCpUSCFv17p1a5QtWxbFixfXqi0u6vPOnTuCj5NlWdSsWdOgk5oyOElCHx8ffP/+3Wj93rlzB4UKFYKVlRVWrVolWLvcjkb//v21Oq5fv35wd3cXVKVq5cqVsLS0RGhoqEHuGVV8//4d+fLlQ+HChY26C2Lol8rbt2/rlAVRvHhxREVFoVWrVrC3twcRITQ0FKNHj84mUykk6ua2169fIzo6WhHMyfe+u3r1KqRSKfr166fyN2XKlEHt2rV1HXaOYjLKGVi2bBkYhlEZyJCcnIzQ0FAULlxYq7zkw4cPw93dHR4eHkrf7IwZ/Xvz5k0MHz4cgYGBii3uDh064MCBA7wCIvjkR+rKkiVLjLL9lxXu/FtYWKBjx45G6XPt2rWwtrZGwYIFcfPmTUHbPnXqlE6+f85XyWf7UBtu3LiBggULwsbGxmiFHDp06ABra2uFK8SYrgmuz6VLlwretjZ6Aenp6Thw4ADat28PS0tLEBECAwMxYsQIwe85Vaia244cOQIPDw+4u7vj8OHDvNtLTk5G4cKF1c7Bb968AcMwOe460RWTUc7Au3fvIBKJ1D5MV69ehZmZmdarkFevXqFChQoQiUQYP358prfCnEjJ4Va8HTp0QL58+UBEcHNzQ5cuXXD06FG12+316tXjHdXLlwcPHhgtUCYr3PkfOnQoiAi7du0yWF/Jycno3LkziAjNmjUzyMpc1yh5mUwGV1dXg8QMfP/+Hc2aNQMRoUuXLgYVoeH0lhcvXpxj6W6GClQsUaIE6tevr/J7mUyGo0ePokuXLnBzcwMRIV++fOjQoUOO6AxkPf9yuRzjxo2DSCRCxYoVVe4eqqJfv34adyuXLFkCkUj0r9Fnz4rJKGehXLlyiI+PV/sbTf4MVaSnpysm/urVqyty/HJi4ujQoQMCAwPBsixYlsWFCxfQr18/+Pr6gojg6emJnj174tSpU9m2lTRp7mqLsVNKssKd/4sXL6JGjRpwc3MzyAP98OFDhIeHw9zcHIsWLTLI9qYuPseMtGvXDgUKFBB4VD9hWRYLFy6EmZkZwsPDBfdfAj9Vptzc3BAfHw+WZXPMKGdM6RMqhVCVBr1cLsepU6fQs2dPeHp6gojg6+uLfv364cKFC4pnPCAgwGg7QRwZz/+HDx9QrVo1EBGGDRumdaoS37ieGjVqoHz58voMO0cxGeUsTJ06Febm5mpXMDKZDOXLl1cZ+aeJPXv2wNnZGXny5MGZM2eMPnGo8znK5XKcPn0avXr1gpeXF4gIefLkQd++fXH+/HmwLKu2Oo0ucG/OOVXgIOP5f/36NVxcXFCnTh1Bjeaff/4Je3t75MuXz6DXWVefI4chYwY4Ll26hHz58sHe3h7btm0TrF2WZVG7dm24uLgoXFA5KQxz8uRJxc6YEGSs1sayLM6dO4c+ffogT548ICJ4eXmhV69eOH36tNJ71xAxA5rgzv+KFSuQJ08eODs74++//9a6HS4DpkKFCmpfcr5//w5zc3NMmzZNn2HnKCajnIX79++DiLB161a1v+Ny5Fq1aqVTP8+ePUOpUqUgkUgUyfLGmjg4n6MmIyiXy3Hs2DF069ZNsRXm7++PgQMHonjx4rzzm9Vx6dKlHJEpzDqGjOf/zz//BBEJ4pNKS0tDnz59QESoV6+eTi9x2qCvRnlSUhKsrKwMEjOQkc+fP6Nu3bogIvTp00frerrKWLZsGYgok6HPabU2Tib28uXLercVFxeHyMhIDBw4EP7+/iAiuLu7o1u3bjh+/LhGY8sVvhE6ZkAdFy9eBBFBLBajdOnSOlfAa9myJWxtbTVqRXBCQIbUNzA0JqOshNDQULRo0ULj79SpyfAhNTVVMWETGa8g+YABA7T2OcpkMhw6dAgdO3aEs7OzYsz9+/dXWbVFE0lJSQgODkaxYsWMLuifEWUTd5s2bWBjY6PXFmtGMYSZM2caJcWrZMmSan2OfKhXrx5KlSol0IhUw7IsZsyYAYlEoteEDfx0DdjY2KBt27aZPs9po5yamoqwsDCEhITonO5248YN9O/fX/HMOTs7o2PHjjh06JDWz7CrqysGDhyo0zi05fPnz4iOjgYRoXnz5jq/eHGqinwyFJo3b47ChQvr1E9uwWSUlTB06FA4Ojpq9HmwLIt69erB2dlZL//qlClTQETw9vYW5I1aHfr6HIGfq79Vq1aBiGBtbQ0iQkhICEaNGqVVjelevXrB3Nw8x0rfcSibuL9+/Qo/Pz+ULVtWJ59gVheFMRCq7rXQMQOaOH36NHx8fHTe2pTJZChTpgz8/f2zxSTktFEGfmY8mJubo3fv3ryPuXPnDhISEhASEqLIkuAMkz67CoaMGcgI56Lg8qB1Pf+vXr3iVX8A+DkvOTo6YtiwYTr1lVswGWUlXLhwAUTEK1Sfq1BSrVo1nVdC3MRRoEABmJubY+HChQZbVXE+RyEijMPCwtC4cWPs2rULzZs3h62tLYgIRYsWxfjx49VuIR04cABEhJkzZ+o9Dn1RNXEfP34cDMNotZWbMZivWrVqglbz0sTChQshFov1roLExQwsWrRIoJFp5v3796hWrRoYhsHQoUO1CgIaP348GIbBiRMnsn2XG4wyAMyYMQNEhIMHD6r8zYMHDzBu3DgUKVJEIfjTokUL7N69G40bN0axYsX0HgcXmW6omAEumM/c3Bzh4eHYsWOHzuefZVlUrVoVHh4evERFDh06pAjY/DdjMspKYFkW3t7evAXsuVqefOUqs8JNHKdPn1aky/z2228GSZeZMGECrK2tBVGOSkhIgL29vWLrOTk5Gdu2bUOTJk0Ub/YRERGYPHlyJl/Qp0+f4O3tjcqVKxs16EQV6ibugQMHQiqV8trBePXqFSpWrKg07c0YVK1aFZUqVRKkrejoaFSrVk2Qtvgil8sxfvx4rdJlLl++DIlEgkGDBin9PrcYZblcjkqVKsHHxyeT3OWTJ08wefJkREREKHaemjRpgm3btiniAri6yKNGjdJ7HFzMwMSJE/VuKyvK0t70Of+aatpnpUePHvDx8clVVcp0wWSUVdC1a1fkzZuX9wXu3LkzrKysdFLHyXrjcsISwcHBgif5lyxZEvXq1ROkrStXroBIeTm8Hz9+YNOmTahfv75C3L5UqVKYMWMGateuDQcHB94FOwyNuokjJSUFRYsWRUhIiNrgKU0CMYbm69evkEqlmDVrliDtzZw5E2ZmZjmSopZRWOLIkSMqf5eUlISQkBCEhYWpjEnILUYZ+BljYG9vjzp16mDGjBkoVaqUQrSmfv362LRpk1JZyH379oGIcPXqVUHGUbduXcFjBm7evImCBQvC2to6k0CMruf/7t27sLS0RJcuXXj9nmVZ+Pr6olu3blr1kxsxGWUVcPV2r1y5wuv3iYmJCAgIQIkSJbTOv1N242aUYNRUNpIvr169ApHmMpR8YVkWefPm1fggfPv2DWvXrkWtWrUgkUhARChYsCDmzJmjtXiAIdA0cdy4cQPm5uZKi6VnlFKtVKmSVmXthGTjxo0gIo3RqXx5/PgxiEjvalW6wkeCsXfv3jA3N1f74ppbjPLr168xZ84cBAUFKaKRa9eujXXr1ml88enatSv8/PwEWwGuWrUKDMMIFjOwatUqlVKqupz/tLQ0REZGIjAwkFelO+DnjgkR4cCBA1qNPTdiMsoq4LaMEhISeB9z9uxZiMVirbeZVN24iYmJaNmyJYiEKVYglM8xI7169YK3tzevCeP58+ewt7dHyZIlUb16dUXB9OjoaCxcuJC3GL3Q8Jk4pk+fns0nqE3REUPTtGlTQXyOGQkLC0OzZs0EbVMb1BUrOHjwIIgIM2bMUNtGThrl9+/fY+HChYqXC4lEgmrVqqFkyZKwt7fHixcvNLYhl8vh7e2tVZCYJj58+CBIzEBSUhLatWsHIkKrVq2UrvJ1Of8jR46EWCzG2bNntTrG3t5ekNS6nMZklNXQtGlThIWFaXXMiBEjIBaLcf78ed7HqLtxhSzrV7VqVURHR+t8vDIOHz4MIsKFCxfU/k4ul6Ny5crw9vZWvBR8/PgRS5cuRUxMDMRiMcRiMWJjY7Fs2TKlZeYMBZ+JQy6XIzo6Gj4+Pvj8+XOm8px79+412liVocsLJB9yy0T3999/Zyrr9+nTJ/j4+KBSpUoa/fbGNsqfPn3CsmXLEBsbq7inY2JisHTp0kz3vZeXF2JiYjSO//z58yAitdv4ulCxYkW9Ygb4lufU9vxzC5uRI0dqNZ6iRYvm6AukkJiMshq4LcHHjx/zPiYtLQ3FixdHUFAQ77JhfG7ca9euITAwELa2tjptKX79+hVmZmaC+Rw50tPTeaUhzJo1S6X/GfipO75gwQJUrFgRDMNAKpWiRo0a+OOPPwx+L/GdOJ4+fQp7e3uEh4dDIpGgTJkyucIvzrlahPI5cnAxA7lhS/DZs2coU6YMJBIJwsPDYWdnxyuv2RhG+cuXL1i1ahWqV68OqVQKhmEQHR2NBQsWqJRr5a7Z7Nmz1bY9dOhQODk5ae0S04Q+MQObNm2Cra0tgoKCNFbM0+b8JyYmIjAwEJGRkVq9CD569ChHXS1CYzLKatA1eIYLUuAbdMD3xv369SsaNmwIIkKPHj20EtwQ2ueYkRYtWiA0NFTl97du3YKFhQXvaPZXr15h9uzZKFu2LIgI5ubmCv+bISLS+Z7/z58/K6Jka9SokeMrSA6hfY4cfGMGjEVaWhpq1KgBIkLx4sXx+fNnjccYyih///4d69atQ+3atWFubg4iQlRUlFZxEj169ICFhQVu376t8jeFChVCy5YthRq2Al1iBlJSUtC9e3cQERo1asRrjtfm/Hfp0gWWlpZaaR0AORuUaAhMRlkDum75zp07F0TESwxBmxuXZVnMmTMHUqkUJUqU4G1kddmK58vWrVtVStulpqYiPDwcBQsW1Mkn/vz5c0yfPh0lS5YEEcHS0hINGjTA5s2bBStgzuf8X7x4Ef7+/rC3t0fZsmXh6OjIyydoaLj0vV69ehmk/Z49e+aaNJMXL17AwcEBZcuWhb29Pfz9/TXmpApplH/8+IHNmzejQYMGilKIJUuWxPTp03XaMfnx4wcKFiyI8PBwpS/YnOTvn3/+qffYlaHNlu/jx48RGRkJqVSKuXPn8r4f+J7/PXv2gIgwb948Xu1mRN+t+NyGyShrgBOB1zY4imVZxMXFwdPTU6OAhC4Tx/nz55E3b144OjpqFAJJTU2Fvb294D5HjsTERFhYWCgVgR86dCgkEokgCf2PHz/GpEmTEB4ersjpbNq0KbZv365XKUBNPv358+fDzMwMERERePToET5+/AhPT09ePkFDwwndCO1z5OBiBnJakEEulyMmJgZeXl74+PEjHj58iIiICJiZmWHBggUqjYS+Rjlj7j2nXsfl3mvj1lLFhQsXIJFIlLp/pk6dCgsLC94RyNrCN2Zg586dcHR0hJ+fn1axMgC/8//+/Xt4eHggLi5O65c/LmhNqOI4uQGTUdYAJ12oSxrRy5cv4ejoiAYNGqi92XSdOD59+oSaNWuCiDBgwACVfidt07t0IT4+HuXKlcv02alTpyASiTB27FjB+7t//z7Gjh2rUD+ys7NTqB9pq6Ot6vx/+/YNTZs2BRGha9eumYqq7927F0SEOXPmCPL36IqhfI4cfGMGDM3s2bOzxSQkJyeja9euIFJdm1qXZys1NRW7d+9GixYtYGdnByJCkSJFMG7cONy/f1+QvycjY8aMgUgkwqlTpzJ9HhUVhZo1awreH4emNKK0tDQMGDAARIRatWrpFHyp6fxzUsVOTk54+fKl1u1zcr/GkoQ1BiajzAN9BDc2bdoEIvV6xPq8zbMsi8mTJ0MsFqNcuXJKt1S7deumlRCKLixdujRTYfFv374hX758KF26tMEMBsft27eRkJCA4OBgEBEcHR3Rtm1b7Nu3j1ffys7/9evXUaBAAdjY2GD9+vVKj+vevTssLCwMWuZQE6GhoQbxOWakRYsWOSryf/v2bVhYWKBHjx5Kv1+/fj1sbGxQsGDBbMVR+D5b6enp2LdvH9q2bQtHR0cQEYKDg5GQkGDw65ueno5SpUohX758iheLt2/fQiQSYdmyZQbrlxPc6N69e7bvXrx4gaioKIjFYkyZMkVvCWFV558zqps3b9apfUMIoeQ0JqPMA64cnq55ws2bN4ednR2ePn2q9Hsh/F4nTpyAl5cXXF1dM60mDO1z5Hj79i0YhlGkR7Rv3x7W1tYGWVmogmVZXL9+HUOHDkVAQACICC4uLujUqRMOHz6sMo846/lfsWIFLC0tUbhwYbVBJz9+/ECBAgUQERGRI0FfhvY5cqiLGTA0GWMS1MUQ3L17F6GhobC0tMTKlSsVn6t7trjKZ506dYKLiwuICAEBARg6dCiuX79uVD/6/fv3YWVlhQ4dOgD4WYYy40uuoVAWM7B//364urrC29tb7xrn6s4/V/6WT0U+ZRirzKixMRllHuhbxOHz58/IkycPKlasqNQHKVQwyrt37xATEwOGYTBy5EjIZDKtimvoS9myZVGrVi2FCP3ixYsN3qcqWJbFpUuXMGDAAPj5+YFIde1Z7vyfPHkSbdu2BRGhTZs2vALJOJ/g8OHDDfnnKMXQPkeOnCwcP2zYMEgkEo158MDPl6TWrVuDiNCuXTskJSVle7bkcjmOHz+Obt26wd3dHUQEPz8/DBw4EJcvX87RgLZFixaBiLBz507UrFkTUVFRBu8zYxEHmUyGkSNHgmEYxMbGCvJCoGpuk8lkKF++PHx9fXWuMW7o4ho5hcko84BlWQQFBaFdu3Y6t8EFzEydOjXbd0JGiMpkMowaNQoMw6BKlSr4/fffeZWhFIIpU6bA0tISLi4uiI+PzxURu8DP63fu3Dn06dMHPj4+ICKFStKZM2cUhdgDAgJgaWmpVgxBGaNHj4ZIJDJaiUaOcuXKGdTnmJH4+HiUL1/eKH1xnD59GiKRCGPGjNHquOXLl8PCwgJFihTBn3/+CSLCypUr0bt3b3h7e4OI4OPjgz59+uDcuXO56j6Nj4+Hq6srzM3Nlc4VQsOVO+zTpw+qVKkChmEwevRowdTpVM1tU6ZMAcMwegUotm3b1ihlKI2NySjzpH///nBzc9PrZu3Tpw/MzMxw/fr1TJ8bIpfy4MGDcHNzg0QiQVxcnGDtquPevXuKoKuc0oDWhFwux8mTJ9GjRw94eHiAiODg4AAigoeHh0YxBGWkp6ejZMmSCAgIMEgetTLevXsHkUiEpUuXGqW/JUuWQCQSGU0K9fv378ifPz9KlSql0wvl1atX4evrq9Ba565vjx49cPLkyRyPmlfFmzdvFMFl+qj3aUNcXBwkEgnc3NzUlpbUBWVz27Vr12BmZoa+ffvq3K5MJoOrqysGDBggxDBzFSajzJNTp04ptjh1JTk5GYUKFUKRIkUyRfIaSuCAG7NIJMKkSZMMPhEtXboURCRY+UBD8+PHD9SpU0cxaRMR8ufPjyFDhuDatWtaraD++ecfWFlZoVOnTgYc8f9Yvnw5GIbB27dvjdLfmzdvwDAMVqxYYZT+OnbsCCsrK61iEliWxdWrVzF48GDkz58fRASpVAoiQnR0tGB57YYmOjoaRGTQIC/g5wvqxIkTIRKJQEQG2enJOrelpKSgcOHCCA0N1SuN8cSJEyD6We72v4bJKPNEJpPBzc0N/fv316udK1euQCqVZnrDM5RRnjZtGszNzdG3b18QEeLj4wUtRpGRBw8ewNraGkWLFoWzs7NRtsv14dGjRyhevDjMzMwwaNAghXBB+/bt4eTkBKKflaxGjBiBW7du8Wpz4cKFICLs3r3bwKMHatWqZRSfY0bKli2L2rVrG7yfXbt2gYh4F0y4desWRowYgQIFCoCI4OTkhPbt2+PAgQM4e/aswjhHRkYKkltsSNLT0+Hk5ISiRYvCxsYGDx8+NEg/Hz9+RHx8PIgIffv2hbm5OaZPny54P1nntv79+0MqleotCduvXz+4u7vn2h0PfTAZZS1o3749AgIC9PZBTZw4EQzD4NixYwAMZ5TLlSuH+Ph4AMDu3bvh6OiIvHnz4ty5c4L2I5PJUKZMGfj7+yt85zlRU5gvO3bsgIODg0IRKuv5T0tLw549e9CqVSvFVmJoaCjGjBmjdkuRZVlUr14d7u7uBo2a5cRapkyZYrA+lDF58mRYWloadMX57t07uLm5oUaNGmqfs3v37mH06NEIDQ0FEcHe3h6tWrXCnj17MkXCc9d29erV8PPzg4ODA3bs2GGw8evLkSNHFGIw/v7+KFu2rODVx86dOwdfX184OjoqXiBr1KhhkJiBjM/W0aNHwTAMJk2apFebLMsif/78ikj1/xomo6wFu3fvBhHxXjmpQiaToVy5csibNy++fv1qEKOszOf45MkTlChRAlKpFLNnzxYswGX8+PEQiUQKX52Xl5fS2sM5TVpaGvr16wciQu3atRViCOrOf0pKCnbs2IFmzZrBxsYGRIRixYph4sSJePToUbbfv379Gs7OzqhTp47BAoi2bdtmVJ8jxz///AMiwvbt2w3SPsuyqFOnDlxcXJTqRz969AgTJkxAWFgYiAg2Njb47bffsGPHjkzuoIxkvLafPn1C7dq1QUTo379/rtEuzwgXjCaXy3HixAkwDCNYyg/Lspg1axakUilKliyZSaLXUDED3Pk/evQofH19Ua5cOb1fMm7evAkiwl9//SXQKHMXJqOsBcnJybC2tsb48eP1bovL0WvdurVBjLIqn2Nqaip69eoFIkLDhg31vk6XL1+GRCLB4MGDFZ916dIF/v7+uSaqFfipoV22bFlIJBJMmzYt09j4nv+kpCRs3boVjRo1UmgfR0ZGYurUqZkqFnF5vYbyv7Zq1QqFChUySNuaCAkJQevWrQ3S9vLly7PlXT979gxTp05FZGQkiAhWVlZo1KgRtm7dyks3IOu1ZVkWU6dOhVgsRlRUVK7QL+dgWRZ+fn7o2rWr4rNBgwZBKpXi8uXLerX95csXNGjQAESE3r17Z1O9M1TMAHf+4+PjYWtrK4j7YNy4cbC2ttbLJ52bMRllLalfvz5KlCghSFsrVqwAEWHKlCmCG+VatWqhbNmyKr/fvHkzbG1tERAQoLN/JykpCSEhIQgLC8v0kHMSlFmjzHOKffv2wcXFRaUYgi4vRYmJidiwYQPq1q2rqBJUpkwZzJo1C69evULr1q1ha2urdDWtD5zPcciQIYK2y5fBgwcbJGbg4cOHsLGxQZs2bfDy5UvMmjULZcqUAdHPKmF169bFhg0btM7JVnVtT548CW9vb7i4uGDfvn1C/ik6c+3aNRBRpvGkpqaiaNGiCAkJ0dkIXblyBQEBAbCzs8OWLVtU/q5MmTKCxwxw559LSxOCyMhINGjQQJC2ciMmo6wlq1evBhHppNOaFZZlUbduXdjb2wtqlH/8+AFLS0uNPsf79+8jLCwMFhYWWLp0qdYr2969e8Pc3Bw3b97M9Hlqairs7OwwevRorccuJDKZDMOHDwfDMIiLi1Pp59V3p+Lr169YvXo14uPjFfV0o6Ki4OTkhBIlSgjqEzx69CiISOvCAEJx7tw5EJEiHkIIZDIZSpQoAWdnZ5QtW1ZRTzs+Ph6rV6/Way5Rd23fvXuH2NhYMAyDESNGCO671ZZRo0bBzs4u2yr2xo0bMDc319olxLIslixZAnNzc4SFhWmMZDdEzAD3gh4dHS3IztmLFy9ARFizZo0Ao8udmIyylnz8+BFisRgLFiwQpL13797B2dlZoaojBNr4HJOSktCxY0cQEVq2bMl7JXLw4EEQEWbMmKH0+8aNGyM8PFybYQvKmzdvUKlSJYX4hLooTSHdB58+fcLy5csRFxcHsVisECVZvHixxmphfOjduze8vLxyLOpULpfD09NTkJiBDx8+YPHixYr0JbFYjKpVq2LFihW8aiXzQdO1lcvlioIQlStXztH8+mLFiqFJkyZKv5s+fTqIiHcecWJiIlq0aAEiQqdOnXitsoWOGWBZVrHbIVT+8/z58yEWi3UqjvFvwWSUdaBSpUqCCnLMnDkTRCTYlmSrVq0QEhKi1TGrV6+GlZUVQkJC1BZdB34aHh8fH1SqVEmlcVi/fj2IKJOv1VgcO3YMnp6ecHd3x6FDhzT+3lDR7+/fv0dcXBwYhoFIJIJEItHL6LAsC39/f3Tp0kXQcWpL586dkS9fPp1WPp8/f8aKFStQtWpVSCQSMAwDhmFQtWpVQV5assL32h46dAhubm7w9PQUdBeAL0+fPgURYcOGDUq/l8vliI6Oho+Pj8Z759atWwgJCYGVlZXaQjjKCA4OFixmYMGCBYqta6GerdjYWFSuXFmQtnIrJqOsA1wEo1B/IzdxWFhY6B1Rm56eDmdnZ50M/K1btxAcHAxra2usXbtW5e+aNWsGe3t7tQb3y5cvkEqlRi1tKJfLMWHCBIhEIlSoUIF3OTdDGWXgZ/R2kSJFUKBAAcycORPly5cHwzAwMzNDzZo1sWbNGnz79o1XW8p8jjmBtjEDyrb3K1SogJkzZyIoKAhFixZVGT2tL9pc21evXqFChQoQi8WYOHGiUXcjZs+erXFOefr0Kezt7fHbb7+p/M2aNWsUL9e6ZIkIFTNw7949WFlZoX79+oI9W9ycMnv2bL3bys2YjLIOPHnyRO1brbZwE0eePHlQsmRJvR4Izueoay7y9+/f0bx5c5XbXtwKWJ3R5jDmW+2HDx9QvXp1xY6DNufQkEYZ+FkG0szMDH369AHws872zJkzUbp0acXLWL169TQGMqnyORqblJQU2Nraqo0ZUBcIx8Vj/P777zA3N89WblFItL226enpGDJkCIgINWrUMMjqXRl8d9/WrFmjdO5JTk5WuKFatGihc5ESTmxFn92C9PR0lChRAgEBATh58qRgzxY396iqtvdfwWSUdUSd/0dbuIlj5cqVEIlEegVI/f7773r7HFmWxeLFixUBIlzJvhcvXsDBwQGNGzfmtXU5f/58SCQSg/t/zp49C19fXzg5OWHPnj1aH29oowz8VFcjomzb6U+fPuWd8hMeHi7YPacvjRs3RkRERKbPMqaMWVlZZUoZyzqRcjEJhlCRyoiu1/avv/6Ck5MTfH19cfbsWQON7iefPn3iHafCsiwaNWoER0dHRToXF7Bpbm6OJUuW6BVQxcUMcC+QupCQkACxWIyzZ88K+mzldJyKsTAZZR1JSEgQbNWS8cYdPnw4xGKxTtG1Qvscr1y5gvz588POzg6bN29GTEwMvLy8eEt1GjpSkmVZzJw5E1KpFKVKldL5DdoYRpnzCebJk0elT/Dhw4dKxTF27typCMIRandGX7hVy/3797Fjxw789ttvCnGVsLAwTJgwQaVE5OfPn+Hj44Po6GiDbxHrc22fPn2KkiVLQiqVYtasWQbLu9c2o+Pjx4/w9PRETEwMNm3aBDs7OwQEBODKlSuCjEefmIFz585BLBZjxIgRAIR7trjdmVGjRunVzr8Bk1HWkatXrwrm38t446alpSEiIgIFChTQOjWB8znu3btX7zFxfPnyReEX0kVFJzIyEg0bNhRsPBnHVa9ePRARfv/9d71ejoxhlIGfk7ydnR2aN2+u8becjGShQoVARLC0tATDMNiyZUuOK1GlpaVh8+bNEIlEsLCwANFPGdLRo0fj3r17Go//7bffYG9vb5RtSH2vbWpqKnr37g0iQv369XWu/auOBg0aaK19wOmDExEaNGgg6Lj+/vtvnXQGEhMTERgYiOLFiyvuUaGeLS6OQZcqbv82TEZZR5Sp7+hK1hv3zp07sLCwQPfu3bVqZ/To0QbxOd66dQsSiQQikUjrFem4ceNgY2MjqPrO5cuXFSv4jOpPumIsowz8b1W0ceNG3sfcvHkT/v7+sLa2BlHmggvGKvyRnp6OAwcOZCrYYWVlBX9//2x56urYsGGDUfNMhbq2W7duFXxFCuimEsit4EUiEaRSqcZsCW3hVqXa1rHu2rUrLC0tcffuXcVnQp3/3KgSaChMRlkPevXqpdCp1QdlN+6cOXO0XvUawueYmpqK8PBwFCxYUKFf6+TkxHvFLKROLcuyWLRoEczNzVGsWDGFr1tfjGmUWZZFw4YNM/kENcH5HOfNm6coTZgvXz4QEdzc3NClSxccPXpUcPELmUyGo0ePokuXLnB1dQURIV++fBg8eDCuXr2KuXPnQiKR8E7vevHiBRwdHdGoUSOjTa5CXtsHDx6gWLFiMDc3x+LFiwX5G7TV09+9e7fC13306FEUKFAAERERgu+eKIsZUMeePXtARJg7d26mz4U4/5yefu/evXVu49+EySjrAVfRRV91JWU3rlwuR2xsLDw9PXlFgD579gxEhPXr1+s1lqwMGzYMEokEFy5cAJA5ynnw4MEaV2osyyIgIAAdO3bUaxyaosL1wZhGGfh5Dj09PREbG8trYucibjMacZZlceHCBfTr1w++vr4gInh6eqJnz544deqUzi+KcrkcJ0+eRI8ePeDp6Qkigq+vL/r3748LFy5kGu/z5895R+LL5XLExMTA09PTYOVDlSH0tU1OTkanTp1ARGjevDm+f/+uV3sdOnRAYGCgxvsgPT0dgwcPVkSFc+fwwoULkEgkGD58uF7jyMq6det46wx8+PABHh4eiIuLy/Z3CHH+ORW53Fx5TkhMRlkPOB3ioUOH6tWOqhuXW1k0bNhQ40M7Z84cSKVSQX1Lp06dUihiZYQrji4Wi3nlA+tb+zRj/rQhtj2NbZSB//nIsq4slKHJ58iyLE6fPo1evXrBy8tLkV7Xp08fnDt3TuO9w7Iszp07hz59+iBPnjwgIsXK5MyZM2qP5xszoMvOjxAY6tquWbMG1tbWCA4O1rlqHN8a7RnzpydNmpTtORo9ejREIhFOnz6t0ziUweUEa7o/WZZF/fr14ejoqDRQTYjzP2TIEDg5OeX6Gu1CYTLKetKyZUu9K/aou3E3btzIywdXuXJlxMbG6jWOjHz//h358uVDqVKlVD4MfJWzTpw4ASLSadL4448/YGVlhUKFCgnuO+PICaMMAN26dYOlpSXu3Lmj8jecz3HcuHG82pTL5Th+/Di6desGNzc3EBH8/f0xcOBAXL58WWFgWZbFpUuXMHDgQPj7+4OI4O7ujm7duuH48eO8X6DGjh0LGxsbteIfusZICIEhr+3t27d1Vs4Cfr70EpHSIikcfJTG0tPTUbJkSeTPn1/vlXtGYmJiUKVKFbW/+eOPP0BE2LRpk9LvhTj/ISEhaNWqlc7H/9swGWU9+fPPPxWpIbqi6cbVFK366dMnSCQSzJ8/X+cxZKVDhw6wsrLS+He9efMGlStXVuRXK5vMZTIZXF1dMXDgQN79JyUloUOHDiDSTpNbF3LKKP/48QNBQUGZolWz8tdff2nlc8yITCbDoUOH0LFjR4W+et68eVG2bFnFlreLiws6deqEQ4cO6eST5mIGVOWH65NNIASGvrYZNaY7dOjAq5wkx4ABA+Dm5qb0vMvlcowePRoMw6By5crZSrBm5Z9//oGVlZXebqKMzJs3T23MwJMnTzRmE+h7/rlUwG3btul0/L8Rk1HWk8TERFhYWGDq1Kk6t6HpxtWU16nM56gPO3fuBBFh0aJFvH4vk8kwcuRItdWY2rZtiwIFCvBq759//kHRokV1rl6lLTlllAHg/PnzmfI6s8LX56iOO3fuYPjw4YqtaYZhFL7i4cOHq12pa0JTzMDw4cMzxSQYG2NcW64ak4WFBa9qTBxBQUFo165dts8zVq8aOXIk75elhQsXgoiwa9curcavCnUxA3K5HBUqVFCbdw/of/6nTJkCCwsLg76U5zZMRlkAatasiaioKJ2P53PjHjp0SKUCUoMGDRAZGalz/xl5+/Yt3NzcUKNGDa0Ngbq6xZyh12QAuDrPgYGBOtd51pacNMrAT/lMsViMM2fOZPpcLpfD3d0d/fr107rNBw8eYNy4cShSpAiICLa2tmjRogV2796N79+/Y/fu3WjRogVsbW1BRChSpAjGjRunU0R737594eHhke2F8cyZM3or1OmLMa/t1atXERAQAFtbW7V1i4GfL0rKDChX59nV1RX79+/Xqn+WZVG9enW4ubmpLFOqLcWLF1caMzB16lQQEQ4fPqz2eH3Pf9myZVGrVi2djv23YjLKArBs2TKIRCKNW0yq4HvjKtMKTk5Oho2NDW+fozpYlkXt2rXh4uKC169f69TGixcvULZsWYjFYkydOlVh2JOSkmBlZYWJEycqPS41NRU9e/YEEaFhw4ZGvX9y2ihn1ArOuCI4ffq0Rp9jRh4/foxJkyYhIiICRARra2s0adIE27ZtUxmtnpycjG3btqFJkyaKPOiIiAhMnjwZT5484dUvFzOQ8aXi+/fvCAgI0FvLXV+MfW2/fv2KBg0agIjQq1cvlZoBEyZMgLW1tWK7m2VZTJkyBWKxGFFRUTrver1+/RouLi6oU6eOIDtMymIGsmq5q0Of8//27VswDIPly5drfey/GZNRFgDu5lm2bJlOx/O9cZOTkxESEpKpqg7nc9RGwEEVy5YtE8R/k5aWhgEDBoCIULt2bYX2dd26dVGqVKlsv3/y5AlKlCihqCplbIGAnDbKwP+q6nTu3Fnx2YABA+Dq6qp2+/L58+eYPn06SpYsCaKfxS0aNGiATZs2ae3D/fHjBzZt2oT69esrlLpKliyJ6dOn4/nz5yqPUxYz0KlTJ1hZWeld9UxfcuLasiyrqPpUokQJpS83JUuWRL169QD8jAmpVasWiAgDBgzQO+eYi3MRwpjduHEjU8wAV/WsUKFCvNIS9Tn/S5cuhUgkEmzV/2/BZJQFIioqCjVr1tTpWG1u3MuXL0MqlSomwI4dOyIgIEBvQ/bw4UPY2Nigbdu2erWTkR07dsDBwQH+/v64ePEiVq1aBYZhMqVQ7dq1C46OjsibN6/Ola30JTcYZeB/9Wc5oZUCBQoo9Tm+fv0ac+bMQVRUFIgIZmZmqF27NtatWydY9O23b9+wbt061K5dG2ZmZiAiREVFYc6cOUp3Udq2bYuCBQsC+J8gxsKFCwUZiz7k5LU9d+4c8ubNC0dHR+zevVvx+atXr0BE+OOPP3DhwgX4+fnB0dERO3fuFKzvNm3awMbGBo8ePdKrHZZlkT9/fnTq1AnAzxdFqVTKW9VMn/MfHx+PcuXKaX3cvx2TURaIqVOn6hyQoO2NO2HCBDAMg6NHj+rsc8yITCZD2bJl4e/vz7u2L18eP36M4sWLw8zMDJMnT4ZIJMKiRYuQnp6OgQMHgogQHx9vVEGJrOQWo8yyLKpVqwZ3d3fF1jXnc3z37h0WLlyI6OhoiEQiSCQSVK9eHatWrTKIHnNGvnz5glWrVqF69eoKudXo6GgsXLgQ79+/B/C/mIFTp07B3d0d1atXzxWSiDl9bT9+/Ij4+HgQEQYNGoT09HQsXLhQkXNsZmaGyMhIPH78WNB+v379Cj8/P0RFRemt9MbFDBw5cgQMw6h0QSlD1/P//ft3mJub6xVA+2/FZJQF4v79+yAinbSYtb1xOSPKKS6dOHFC6z4zwhl5fdtRRUpKCrp37w6in7KQ5cuXR7ly5SAWizF58mSjFpNXRk5P3Bl59eoVnJ2dUahQIVhaWmL+/PmIiYmBWCyGWCxGbGwsli1blmMvMR8/fsTSpUuzjWnBggWwtLRESEgInJ2ddY5JEJrccG3lcjkmTZoEsVisuPe5HPIePXqozfHWh+PHj2ttRFW1Q0Tw8PDQ2sjrev63bt2qd6rpvxWTURaQQoUK6ZTkrsuN++jRI5iZmcHCwkKvN2FuO3zQoEE6t8GXjRs3QiqVgojg7OxssJcAbckNEzfHly9f0KNHDxCRIn2JW5XmNt/au3fvsGDBAkRHR4NhGEWqVY8ePQy+eudLbrq2x48fh4uLC4gIUqlUpeCGkAwcOFCr7WZlyGQymJubw8zMTOvtcF3Pf8uWLREaGqrVMf8VtLGhIjKhltq1a9OuXbtIJpMZvC9/f39ycnKilJQU2rlzp05tpKSkUPPmzSkkJIRGjRol8AgzI5fL6c6dO5Senk5ERN+/f6f79+8btM9/C4mJibRu3TqqU6cOubm50Zw5c4iISCqV0rlz5+jw4cPUqVMncnV1zeGRZsbV1ZU6d+5Mhw8fprNnz5JYLCYiojlz5pCbmxvVqVOH1q9fT4mJiTk80tzBgwcP6MuXL0REJJPJ6M6dOySXyw3a56hRoygkJISaN29OKSkpOrWxY8cOSk1NJWdnZ/L39xd4hNmRyWS0a9cuql27tsH7+tcjtJX/r3H+/HkQEY4cOaLVcbq8TXJ5jqVKldI5hUlZipUhePv2LWJiYsAwDBISElC4cGHkz58fRITWrVvniNJTRnJiNaUu0nnixIkQiUTIkycPypUrJ3j1J6GRyWSIioqCj48PRCIRJk2alCki3NLSEg0aNMDmzZuNfq1zw0r5x48faN26NYgI+fPnR+HChZGQkACGYRAbG2vwHZAbN27wTmHKyuvXr+Hs7IxSpUqBiDKVZeSDLuf/8OHDIKIcE5zJaUzb1wIil8vh7e2tdYkxXW7ciRMnwsrKCk+fPtVJ7OPgwYMqxUiE5Pjx4/Dy8oKrqysOHDgAABg5ciTs7e2xdOlSWFpaIjQ0VOuHXUiMNXGrywnOGOhTrVo1REdH4+jRo2AYBpMmTTLouPRl4sSJYBgGx44dQ8WKFVG9enXFd7rkTgtJThvlO3fuIDQ0FFZWVli2bBns7e2RkJAAANi/fz9cXV3h7e1tcFfOtGnTQERqNeqzwomRuLu74+nTp7CystL6XtTl/HMlcXNDoGBOYDLKAtOlSxf4+flpdUPpcuOWKlUKdevWBfAzrYi0kMXUJNspBBmDW8qVK5epgszly5dBRDhw4ABu3LiBggULwsbGBhs2bDDIWDRhyIk7NTVVoZ5lZ2eXST1LWRDLt2/fYGZmhpkzZwIA+vfvD6lUajR1M225cuUKpFIpBgwYAACYMWMGzMzMlEbx379/P5PKmJ2dnUJlTJXIhr7kpFFev349bGxsULBgQdy8eRP79+8HEWXy77548QJRUVGKoEdDGSK5XI7o6GiNspgZ4WQ7uXSuOnXqoHTp0lr1q+35Z1kWefPmRdeuXbXq57+EySgLzL59+0BEWk2i2t64r169AsMwWLVqleKzjh078iogAWgucKEvHz9+RM2aNUFEGDhwYDZFJ5Zl4evrq6ga9P37dzRt2hREhK5duxosGlUVQk/caWlp2Lt3L9q0aQMHBwcQEYKDg5GQkKBRZnTTpk0gIsXKOSUlBYULF0ZoaKhRVpbakJycjEKFCqFIkSKKa/bo0SMQETZv3qz22Dt37iAhIQHBwcEgIjg6OqJt27bYt2+f3uIZGckJo5ycnIwuXbqAiNCsWTNF7ni3bt2QN2/ebIY3Y3pgzZo1FWI7QvP06VONBSQ4uAIXXH4yAKxcuRIMw2jlKtP2/F+5cgVEpLXE6H8Jk1EWmNTUVNjZ2WHUqFG8j9H2xl20aBHEYjE+fPig+Oz79+/Inz+/2lKLALBhwwYQaS4FqSvnz59XCCaoE8bv2bMnfHx8MpUSXLBgAczMzBAREYGHDx8aZHzKEGLiVlaRKTAwEMOGDcONGzd4r4CaNWuGsLCwTJ9xsoZ9+/bVeXyGoE+fPjAzM8P169czfV60aFH89ttvvNpgWRbXr1/H0KFDERAQoIjM79ixo86VqzJibKP88OFDhIeHw8zMDAsXLsx0f3t7e6NXr14qj925cyccHR3h5+eH8+fPG2R8q1evBhFh48aNKn/DlYIMCAjIJEbz4cMHiEQiLF68mHd/2p7/hIQE2NvbG2zn5N+AySgbgCZNmqBYsWK8f6/tjVutWjVUrFgx2+enT5+GSCTCmDFjlB734sULODo6olGjRoJvk7Esizlz5qiVFswIV2Dj4sWLmT6/dOkS8uXLB3t7e2zfvl3QMapC14k7Y+1id3d3EBH8/Pyy1S7mS1paGuzt7TFy5Mhs302dOhUMw2gsAGAsuOs3bdq0bN+NGDECDg4OWq94M9Z49vPzA5FuNZ4zYkyjvG3bNtjb2yNfvnzZ+rtw4QKINBdwePz4MSIjI2FmZoa5c+ca5Dlt2LAhHB0dVeprjx49GiKRKFuBFACoUKFCppgBTWh7/sPCwtC0aVPe7f8XMRllA8CtRvluD2tz42b1OWZl2LBhSkvlyeVyxMTEwNPTU3Dhia9fv6Jhw4YgIvTs2ZPXW25aWhocHR0xfPjwbN99/vwZdevWBRGhb9++gm5nKkOb88+yLE6fPo1evXrBy8sLRAQfHx/06dMH586d02sSPXDgQDafI4dcLkfFihWRJ0+eHM8B/vz5M/LkyaMyJoGLGTh48KDOfbAsi3PnzqFPnz7w8fEBESmCKM+cOcP7PBvDKKelpaFPnz4gItStW1fp9Rk2bBgcHR15FedITU1V5Ko3atRI8Ln0w4cP8PT0RGxsbLbzyJUSVfZcAj9jBszNzXkr/2lz/p88eaJxFf8rYDLKBuDr16+QSqWYPXs2r99rc+Nm9TlmhSsqX7BgwUzpJ3PmzAERYe/evbzGxJerV68iMDAQtra2Gv2IWWnevDkKFy6s9DuWZTF9+nRIJBKULl0az549E2K4StF0/lmWxYULF9CvXz/4+vqCiODp6YmePXvi1KlTggXLqfI5cnBF5Vu0aCFIf7rSvHlz2NnZqXzpzBozoC9yuRwnT55Ejx494OHhASJC3rx50b9/f1y4cEGtgTa0UX727BlKly4NiUSCGTNmqBxLaGio1tdt06ZNijKm165dE2K4Cvbu3Qsiwty5cxWf/fjxAwUKFEBERITKF2G+MQMc2pz/WbNmQSqV/tK2AzAZZYMRFxeHSpUq8fqtNjdus2bNULRoUbW/uX37NiwsLNCjRw8AP4NqLCwsBJskgZ8T79KlS2FhYYGiRYvqVA1oy5YtICK1/uPTp0/Dx8cHzs7Ogr9QcCg7/yzL4urVqxg8eLAip9rV1RVdunTB0aNHBc8dZlkWPj4+6Nmzp9rf/fHHHyAio6hBKWPjxo0gIqxevVrt73r06IE8efIIvv0qk8lw9OhRdOnSBa6urorc38GDB+Pq1avZ+jOkUf7777/h7OyMPHnyKN3q5Xjw4AGICFu3btW6j3v37qFIkSKwsLDAsmXLBD2f3bp1g6WlpSL4sHv37rCwsNAYjFikSBHeMQPanP/o6GhUrVqVV7v/ZUxG2UAsWLAAYrGYVyQl3xtXnc8xK7NnzwbRz4pDERERKFCggGDCDYmJiWjZsiWICB06dFDUhNUWTnReU670+/fvUa1aNTAMg2HDhgluEDOe/5s3b2L48OEoUKAAiAhOTk5o3749Dhw4YNC6wBcvXuTlc2RZFg0aNICTk1OmNDNjwMUkNGzYUKNx4HzOhtw2Tk9Px4EDB9C+fXs4OTmBiFCgQAGMGDECt27dAmAYoyyTyTBs2DAwDINq1aplCrhUxrRp03QuVgP8rEXevn17EBFatWqlcztZ+fHjB4KCglC8eHFFZa85c+ZoPE6bmAG+5//jx48Qi8W5orJYTmMyygbi5cuXvFYUAP8bl/M5Xr58WWObnA/Z1tYWYrFYMHWc27dvo1ChQrCyssIff/yhd3s1atRA+fLlNf5OLpdj3LhxigpFQhY84OrP5suXD0QEe3t7tGrVCnv27DG4P5tDG58j5xOMi4szmsACy7KIjY2Fp6enRiME/HyBdHBwUOmbFJq0tDTs2bMHrVq1gr29PYgIoaGh6Ny5s6BG+fXr14pKXePHj+fluihXrhzi4+P17nvVqlWwsrJCoUKFNK5m+cL5kG1sbBAbG8vr7+HmKz4xA3znNm4HyNgvmrkRk1E2ICVKlED9+vU1/o7vjdu9e3f4+vrynoh37NihmJyEmLzXrl0La2trBAcH4+bNm3q3BwBLliyBSCRSlADUxOHDh+Hu7q4oJacrDx8+xIQJExAWFgain8UfqlWrhp07dxo9TxoAChcurJXP8e+//wYRYd68eQYc1f+YO3eu1jEJzZs3R5EiRQw4KuWkpKRgx44daNasGaysrBQr6AkTJuhVX/jIkSNa33vv3r2DSCTC0qVLde43Izdv3kTBggVhbW2NdevW6d0ey7IICQkBEWHHjh28j8mTJ4/CPaYOvnNbvXr1ULJkSV79/9cxGWUDMn78eFhbW2sUfeBz4/L1OXJwectc7ufatWu1GntGkpOTFSuO3377LVPuor68efMGDMNgxYoVvI95/fo1KlasCJFIhHHjxvEOtHr27BmmTp2KyMhIEBGsrKzQqFEjTJkyJcdUnwDdfY5du3aFpaWlwSVK79y5A0tLS3Tr1k2r4/jEDBiaU6dOgYgQExOjMNCRkZGYOnUq7+BBfXZpli9fDoZh8PbtW13/hGx8//4dzZo1AxGhc+fOeonKcHnLAQEB2fKS1cE3ZoDP3JaUlARra2tMmDBBq7H/VzEZZQNy69YtEP1Ppk4VfG5czufIV7uWU/j6559/0KxZM9jb2+sUwfzgwQMUK1YM5ubmWLRokUG2S8uUKYM6depodQzn1+NWuKq2VF++fImZM2eidOnSICKYm5ujXr162LBhg8I3l9P6yNOmTYO5ubnWLzuJiYkICgpCZGSkwbbZ09LSULx4cQQFBWkdk8A3ZsCQZLy2iYmJ2LBhA+rWrQtzc3MQEcqUKYNZs2ap3DZ9//49qlatCoZhMHz4cK3jGWrXro2yZcsK8adkgmVZLFq0CObm5ggPD9fpxYdT+Prtt99w7969bApe6uC08zU9M3yeLU4m+Pbt21qN/7+KySgbEJZlERgYiA4dOqj9HZ8bd/jw4XB0dOQ1+XI3ORc08enTJ/j4+KBSpUpape/8+eefsLe3R/78+Xn5sXVl8uTJsLS01CkQLWME7OnTpwH8XH3PmzcP5cuXB8MwkEqlqFmzJtasWaM0vzKnjXL58uV19jmeO3cOYrGYV/CfLowYMQJisVhnhakaNWqgQoUKwg5KC1Rd269fv2L16tWIj4+HVCoFwzCoUKEC5s2bp1jVZoz8//vvv7Xu+8ePH7C0tMSUKVME+VuUkVFs588//+R9HJf37uPjo9DCXrBgAa9FBPC/mIERI0ZoHJ+mZ6t9+/YICgr6ZQtQZMVklA1Mv3794ObmpvYNm8+Ny9fn+O7dO7i5uaF69eqZbnLuzXbGjBka20hNTcXvv/8OIkK9evUMLlZx7949EJHOCl7Pnj1DZGQkRCIRAgMDwTAMJBIJqlatihUrVmgU4M9Jo/z+/XuIRCIsWbJE5zYSEhIgFotx9uxZAUcGnDlzBmKxWCvJ2KwsXrxYq5gBoeFzbT9//owVK1agatWqkEgkivtIJBIhMjJS5xz5bdu2gYh0ShfUhi9fvijEdvr06cPrxV1Z1SiWZVGtWjW4u7vzKifJJ2ZA0/mXyWRwc3ND//79Nfb3q2Ayygbm5MmTICKcOnVK5W803bgPHz4EEWHLli1q+2JZFnXq1FFZX7l3794wNzdXG6T19OlTlCpVChKJBDNnzjTa22twcDDatGmj1TGfP3/G8uXLERcXB5FIpAjYKlasmFYBPTlplFesWAGGYfDmzRud20hLS0OJEiUQGBgoWLpMYmIiAgICUKJECb1SwV6/fg2GYbBy5UpBxqUt2l7bhw8fKoL/tH25y0rr1q0REhKiw6i1h2VZzJgxg5fYDldf+ffff8/23atXr+Ds7Iw6depofPY3b94MIlL7rGk6/3zmx18Nk1E2MNybIFfaThmabtzp06fz8jkuX74cRKRyGyspKQkhISEICwtTKoW5Z88eODk5aRRDMASDBw+Gs7OzRgOgattx/vz5ePPmjVr9YVXkpFEWyud47949WFpaokuXLgKMCujcuTOsrKxw7949vdvSJWZAKLS5tll11zk3SIUKFRRukPj4eKxevVrj/Jaeng5nZ2cMGTJEqD+FF2fOnEGePHng7OyMPXv2ZPs+JSUFRYsWRUhIiMoAsa1bt4KINAZffvv2Debm5mp33zSd//79+8Pd3V1w7YF/MyajbATatWuHoKAgld9runHLly+PGjVqqO3j0aNHsLGx0bjavHz5MqRSKQYPHqz4LD09HUOGDAERoXr16rzyUIXm7NmzICIcO3Ys23faBuhwlXrMzc0zVepRRU4ZZc7nOHnyZEHamz9/PohI6WSsDX/99ReICAsWLBBkXJMmTdI5ZkBf+GY2aKpQ9vLlS8yaNQtlypRRBAzWrVs3U8BgRo4ePQoiwrlz5wT9e/jw4cMHVKtWDUSEoUOHZnrRHThwIKRSqcYYkdatW8PW1lbjjlP16tXVxgyoO/9czE379u3V/0G/GCajbAS4wCtVCf/qblw+PkeZTIaoqCj4+fnxOu/jx4+HSCTCiRMn8OrVK0V60YQJEwTTcdYWuVwOT09P9OnTB8DPVf2WLVvQqFGjbKksfAp9qKppq4ycMsrbt28X1OfIsiyqVq0KDw8PnX2479+/h7u7O6pVqyaY64KLGeCbByskmq5txvSirl278kovevr0qdLUuq1btyrU7X7//Xd4eXnl6PPEPecVK1bEq1evcPz4cTAMwyv16OvXr8ibNy/KlSundhXLxQyoepFXd/5v377NO7DsV8JklI2Apjw8dTcuH5/jxIkTwTAMjh8/zms8MpkMZcqUgYeHB1xdXeHp6YmjR4/y+2MMSPv27eHh4YGmTZvCxsZG4R+eOHGizrmu69atg7W1NQoWLKjSl55TRtkQPsdXr17ByckJ9erV09qosiyLunXrwtnZGa9evRJ0XLrEDAiBumt748YNFCxYEDY2Nli/fr1O7WcVobGxsUGzZs3g5uamMevCGBw9ehQeHh5wc3ODu7s7ypYty3ur+NixY2AYBpMmTVL5G00xA+rOP18dh18Nk1E2EuoUa9TduLVr10aZMmVUtnvlyhVIpVIMHDiQ91jkcrkiutrT01OvICN9ySiPyK2IAwICMGbMGEH8mcBP8YvQ0FBYWlpi1apV2b7PCaPM+RwzuhGEghPtUPa3qmPlypU6iZjwYdCgQXBxcTG671DVtV25ciUsLS0RGhoqmPjKvXv3MHr0aIVgj7W1tdHlWpXx5s0beHp6KqKztVm9DxgwAFKpFFevXlX5m9KlS6uMGVD3bPFVPPzVMBllI8Fpuypbgai6cTX5HJOTk1GoUCEULVqUtzTk+/fvERcXB4ZhEB8fDyLCtm3btP579CE9PR379+/PVkhgyJAhsLa2xpgxYwTv88ePH2jdujWICO3atctURCMnjPKxY8cM6nNs2bIlbG1tVZb4zMrjx49ha2uLVq1aGWQ8XMwA390coch6bZOSktCuXTsQEdq0aWMQP/fo0aNhbW2NoUOHGr2wiTI4bfeaNWuCYRhUrVqVt3sjJSUFRYoUQWhoqMoVrbqYAVXPlja1AX41TEbZSKirgqLqxtXkc+zTpw/MzMxw48YNXmM4deoUvL294eLigr1794JlWdSqVQsuLi4GXy3LZDIcOXIEnTt3zlRyb8iQIbh27Zpiq7VRo0aIiIgw2DiWL18OCwsLFClSRHFec8Io//777/D09DSYz/HLly/w9fVF+fLlNa5OZTIZypUrh7x58xosJz1rzICxyHhtuTKIlpaWWL58ucH6DA8PR+PGjQFkLgHKFTwxZAnQrLx+/RouLi6KFKe9e/fCxcUFPj4+vNOQrl+/DjMzM/Tt21fp9+piBlQ9W1wVvY8fP2r/R/3HMRllI6KqXqiqG7dNmzYIDg5W2hZXGm/atGka+2VZFlOnToVEIkHZsmXx/PlzxXdv376Fm5sb4uPjBc9Jzlicnts+44rTX7x4UWl/69atAxHpLNjAh2vXriEoKAi2trbYtGmT0Y0yy7LIly8fOnfubNB+jh49CoZhNEZ3T5o0CQzDGDyuoFOnTsifP79RlZu4azthwgTY2toiKCgI169fN1h/z549AxEp9VGzLIsLFy6gf//+8PX1VbiPevTogZMnTwr+gsayLGrUqAE3N7dMYiDPnz9HmTJlIJFIMG3aNF7XY+rUqWAYRmVp0YIFC6Jt27bZPlf1bGlTb/5Xw2SUjcisWbNgZmaW7dwou3HVQ3MG6gAAScpJREFU+Rw/f/6MPHnyIDo6WuOD/PnzZ9SuXRtEhH79+in1be3cuRNEhMWLF+v4l/0PlmVx9uxZ/P777/Dx8QERwdvbG71798aZM2c0TgBfvnyBVCrF3Llz9R6LOr5+/YrGjRuDiBT/GssoX79+HUTaVVzSlX79+qn1CV69ehVSqdQoikpcZSu+OztCcObMGYWoTJMmTZTKrArJnDlzIJVKNe44sCyLM2fOoHfv3vDy8gIRwcfHB3369MG5c+cEeXFZtGgRiAi7du3K9l1aWhr69u0LIkKdOnU0CqNwspx58uRR+repihlQNrd9/foVUqkUs2fP1u0P+49jMspG5MmTJyAibNy4MdPnym5czueoTDqxefPmsLOz05gadPHiRfj7+8PBwUGjhGWHDh1gbW2N+/fva/EX/YRlWVy6dAkDBgyAn58fiAju7u7o1q0bjh8/rvUKICYmBlWqVNF6HNrCsizmzZsHqVSqcvIyBKNHj4atra1RSkSmpKSgcOHCKFy4cDafYHJyMkJDQ1G4cGGjjcXW1tYgMQPKePz4saIs4aBBg4yyQq9cuTJiY2O1OkYul+P48ePo1q0b3N3dQUTw9/fHwIEDcenSJZ3Gff/+fVhZWaFjx45qf7d9+3Y4ODjA398fFy9eVPvbJ0+ewM7OTqncL/fykzVmQNnctmHDBhARnjx5osVf9OtgMspGJiwsDM2aNcv0mbIbt0+fPkp9jhs3btQYIMEZGzMzMxQvXpyX5OT379+RL18+lC5dmlcgCsuyuH79OoYOHaqINnVxcUGnTp1w+PBhvXxl8+bNg0Qi0VrWUFe48nV2dnbYuXOnwfuLiIhQ+ByNwbVr12BmZoZ+/fpl+rxv374wMzPDtWvXjDaWRo0aoXjx4gbvZ8eOHXBwcFC4TYyxC/Lp0ydIJBLMnz9f5zZkMhkOHTqEjh07wtnZGUSEwMBADB06FNevX+dloNPT01GqVCnkz5+fV+WxR48eISIiAmZmZpg/f77aPriA1U2bNmX6XC6Xw8PDI5vfWdnc1rRpUxQrVkzjuH5VTEbZyCQkJMDe3j6TzGXWG1eVz/HFixdwdHREw4YNVT443759Q5MmTUBE6Natm1YroFOnTkEkEmHs2LEqf3Pnzh0kJCQgODgYRAQHBwe0bdsW+/btEyzt4/nz5yDSrwa0NnDnv0KFCiAiDBgwwGApLOp8joZk8uTJYBgGR44cAQAcPnwYDMMYtIKRMriYgYxxDUKSlpaG/v37g4hQu3ZtHDlyxGhGec2aNSAivHjxQpD20tLSsG/fPrRt2xYODg4gIgQHByMhIUGlEBEAjBkzBiKRSFE1jQ8pKSno2rUriAhNmzZVuc3PsiwaNGgAJyenbGp6ymIGss5tqampsLOz06vIyX8dk1E2MleuXAERYf/+/YrPst64nM8xY7k4lmURGxsLT09Pleo5169fR1BQEGxsbLBhwwadxjd06FBIJJJMW1n379/H2LFjUaRIERARbG1t0aJFC+zevVuphrYQFC9eHI0aNTJI21nhzv/FixcxdepUiMViREVFCTa5ZmTu3Lm8fI5CI5PJUKFCBfj6+uLp06fIkycPKlasaHTFqc+fP0MikWDevHmCt/3ixQtERUVBLBZj6tSpCreKsYxyw4YNERkZaZC2U1NTsXv3brRo0QK2trYgIhQpUgTjxo3L5HK6cOECJBIJhg0bplM/69evh42NDQoUKKAyIO7Dhw/w9PREXFxcJgO8Z8+ebDEDWc//vn37QERq855/dUxG2ciwLIu8efOiW7duis+y3rhjxozJ5nOcO3eu2uCgFStWwNLSEoULF9ZLDCE1NRXh4eHInz8/xo4di/DwcIUQQtOmTbF9+3ajKPCMHTsWNjY2RvF1Zj3/J0+ehLe3N1xdXTO9PAlBlSpVtPY5CsWTJ09ga2uLfPnywc7OLsd8ejExMYiJiRG0zf3798PFxQXe3t44efKk4nNjGeXk5GTY2Nhg3LhxBu2H62vbtm1o0qQJrK2tQUQIDw/HmDFjkC9fPkREROi103P37l0ULlwYlpaWKotScEF7GV+uUlJSYGNjk2mnLev579q1K/z8/Ey1k9VgMso5QM+ePeHj46O4MbPeuBEREZlWiXfu3IGlpWUmQ87x48cPtGnTBkSEtm3b6iWG8Pz5c0yfPh2FCxcGEUEsFqNBgwbYvHmz0YsJ3LhxA0T6F1fgg7KJ+927d4iNjQXDMBg5cqQg+aSGXCXypVu3biAidO/ePcfGMHfuXMFiBmQyGUaMGAGGYRAXF5etDrCxjDJXxENdWVRD8OPHD2zatAkNGjSAWCxWrKCnT5+ul4uAz7zStWtXWFpaZloENGzYMFPMQMbzz7IsvL290atXL53H9StgMso5wOHDhxXbpUDmG5fzOa5btw7AT79S8eLFERQUlO3B4PNGq4nXr19j9uzZKFu2LIgIZmZmqF27Nlq2bJltm92YsCyL/Pnzo1OnTgbvS9XELZPJMHr0aIhEIlSpUgVv377Vq5+1a9ca1J+qiZcvX8LR0RHe3t5wcnISXN+aL1nvcV158+YNKleuDJFIhDFjxijdijeWUe7YsSMCAgJybAXIbQu3atUKtWvXhpmZGYgIUVFRmDNnjtL66nxYvny5Ygcuq+xtYmIigoKCEBkZqViZZ73HM57/CxcugIgUcQ0mlGMyyjlAeno6HB0dFX6fjDduVp/jiBEjIBaLcf78+UxtbNiwQaPvRxXv3r3DggULULFiRUWd2Bo1auCPP/5Q9CuXy1GlShV4eXnlmOpO37594eHhYXC/p6aJ+9ChQ3Bzc4Onp6deMpGG9DlqgmVZxMXFwdPTE/fu3YOHhweqVq2aY0ZE35iBY8eOwdPTE+7u7jh06JDK3xnDKMvlcri7u2eLbjcWHz9+hJeXF2JiYhTPypcvX7Bq1SpUr14dEokEIpEI0dHRWLhwYbbdBE1cv34dBQoUUBqrcu7cOYjFYowcORJA9t2gjOd/6NChcHJyMrrM6L8Nk1HOIVq0aIHQ0FAAmW/cKlWqKPxtZ86cgVgszhSpmDFKUhsxhI8fP2Lp0qWIiYmBWCyGWCxGbGwsli1bhk+fPik95vnz53BwcECTJk30/Gt14/jx4yAinDlzxqD98Jm4X716hfLly0MsFmPixIlavygo87cZk3nz5mUKHuSCcvRJ39GHMWPG6BQzIJfLMXHiRIjFYlSoUEHjat8YRvn06dMgIpw4ccJgfaiCZVk0atQIjo6OKgMTP378iGXLliE2Nlbx7MfExGDp0qW8X7jVZXUkJCRALBYrNBUyzmEZz3+hQoXQsmVLPf/i/z4mo5xDbN26FUSEBw8eKG7co0ePKt4yExMTERAQgBIlSijeLLXJJwR+vi2vXLkS1apV0/ltef369YJsNeqCTCaDi4sLBg0aZNB++E7c6enpGDx4MIgI8fHxWu0gcEbQ2D5H4Kebw9LSEl27ds30eZcuXWBpaSlYNS5t4GIGMmYYaOLDhw+oUaMGiAhDhgzhteIyhlEeOHAgXF1djV4BC/jfdjHfbIt3795h4cKFiI6OBsMwkEgkqF69OlatWsVLhWz+/PnZ9A/S0tJQokQJBAYGIjExMVPMAHf+OR3/P//8U++/+b+OySjnEImJibCwsMC0adMUN+7YsWMV/phOnTrByspKMWHyVd759u0b1q5di1q1agnmV2ratCkcHBwMqketijZt2qBgwYIG7UPbifuvv/6Ck5MTfH19eVd56tixo9F1n4GfE2ZkZCSCgoKQmJiY6bvExEQEBgZm8gkaCy4Xn2/MwNmzZ+Hr6wsnJyf89ddfvPsxhlEuUKCAUt1nQ/P06VPY29tnEyPiy+vXrzFnzhxERUVliidZu3atWtGRCxcuwM/PDw4ODooiFPfu3YOlpSU6d+6cKWaAO/+9e/eGhYVFtnvQRHZMRjkHiY+PR7ly5RQ3bpUqVVC8eHHs3r0bRIQFCxbw0qjlIjDr168PCwsLEBFKlSqFGTNmCJJr++nTJ3h7e6Ny5cpGz2vdsWMHiEiwmrfK0GXifvr0KUqWLKnQ8FVnbFWpHRmDkSNHQiwWq3x5OHv2LMRiMRISEow8MtWqdRlhWRazZs2CVCpFqVKlNErLZsXQRvnOnTsgIqMowWVELpcjOjoaPj4+Kt1P2sBlXpQsWRJEBAsLC9SvXx+bNm1SGnn96dOnbJr68+fPBxHhr7/+UmSQcOc/LCwMNWvW1HucvwImo5yDLF26FCKRCAcPHgQRwdLSEoMHD4a7uzuqVauGZ8+eqazmoixXMSIiApMnTzZI/umBAwdARJg5c6bgbasjKSkJVlZWmDRpksH60HXiTk1NRe/evUFEaNCggcrtP04X2Ng+R74GV5PhNhRczIAyfXfgp/ulfv36ipWWLkI1hjbKEydOhJWVVab63MZg+vTpICIcPHhQ8LYfP36MyZMnIyIiQqFR0KRJE2zbti2TRgHLspg2bZqi+tyzZ89QtWpVuLu7Y9CgQbC1tVXc+wzDYNmyZYKP9b+IySjnIG/evFHkwRL9rGRTqVIlODs7Y926ddnqnqampmLXrl1o3ry5QtWnaNGi2VR9DEWvXr1gbm6OW7duGbyvjNSpUwelS5c2WPv6TtxbtmyBnZ0dAgICcOXKlWzf54TPkduaLlGihMataW6Lm/MJGgt1MQNXrlxBQEAA7OzssHXrVp37MLRRLlWqFOrWrWuQtlVx48YNmJubo3fv3gbv6/79+xg3bpxCzY8rSJFRzY8T23FxccG6devg5OSEypUrg4gwZ84cxdymb0rhr4LJKOcgcjmLYnU6IKjLfHh3WQ7vllNgFVwe9Rs0AMMwqFq1Kl69eoW9e/eiTZs2Cv3bkJAQjBo1Sq3+rSFISkpCcHAwihUrZjB5TWWsXLkSDMPo7BPXhBAT94MHD1CsWDGYm5tjyZIlmXY1VNWaNSTaBnGpCgYzNFlrhrMsi8WLF8Pc3BzFihXDgwcP9GrfkEb51atXYBgGq1atErxtVaSkpKBo0aIICQkx+upcme59mzZtsHfvXrx8+RJxcXFgGAYNGzYEEQOPkvEo1HMJvLssR/4Oc7D9ygvI5SYlL02YjHIOIZez6LHuEvIO2g3fATsy/etSqx/atG2LDh06ZKoUM2zYMKPWolXGpUuXIJFIMGTIEKP1+eHDB4hEIkHqPStDqIk7OTkZnTp1AhGhRYsWSExMzBGfo67pTlzalDFU1Dgyxgx8//4dzZs3BxGhU6dOgsi5GtIoL1q0CGKxWKUWvSEYNGgQpFIpLl++bLQ+s8KyLG7cuIFhw4YhMDAQRARnZ2d06NABbdq0AcOI4NNoeKY5Le/Ancg7aDd6rL9sMswa0MaGMgBAGvj27RvZ29vT169fyc7OTtPPf1l2XH1JvTZeVfn9+x2TyS35GTVu3JgaN25MYWFhxDCM8QaohvHjx9Pw4cPp+PHjVLZsWaP0WbFiRbK2tqa//vpL8LYvX75MERERdOnSJQoPD9e7vTVr1lCnTp3Iz8+P4uLiaNGiRfThwweytLQUYLTq+fDhAxUuXJjCwsJoz549Wt0zAKhatWp07do1unnzJjk7OxtwpD9JSkoiFxcX6tKlC/3999/07NkzWrRoEf3222+CtC/0tc1I9erVKTk5mY4cOSJou6o4efIklS9fnsaNG0eDBw82Sp+aAEBXr16ljRs30saNG+nJkyfkWrwaWVXppvKYWY3DqHaYtxFH+e9CGxtqMsoC0njxGbrw5BOxys4oWPKzltO06nlyjSHOiEwmow4dOtDHjx9p/fr1ZG1tbfA+165dS3PmzKFDhw4J3t+dO3eoefPmtGbNGgoODhakzUePHtGAAQPoyZMnVLBgQVqzZo0g7aoDAPXv358uXbpEmzZtIldXV63beP/+PTVq1IiKFy9OkydPNsr917x5c7p79y75+/vT5MmTyd/fX7C2DXFtiYh+/PhBlSpVol69elGzZs0Ea1cViYmJ1KRJE3J1daWlS5eSWCw2eJ/aAoBu3bpFU6/I6KuZCzGi7GMUMUSRfk60sWPpHBjhvwOTUc4hyk46RC+/pKj8Xvb1Hb1c0NaIIzJhwoQJ/fHuspwk9m6qv3ewpFMDKxlxRP8utLGhEiON6ZfAx9GKXn9NUbpSBisn2Ze35OrqSjExMRQbG0uhoaG5btW8bds2Gjt2LE2bNo0qVqxo8P4aN25MgYGBNHbsWEHbNdRq6s8//6Rx48ZRnz59aM6cOYqVYJ48eQTrg+PVq1fUuHFjio6OptGjR+vd3vDhw+nYsWO0ceNG8vT0FGCEmXn+/LliJ6F79+40Y8YMGjp0KNWtW1fQfgx1bYcNG0YPHjygDRs2CNamKo4cOUL9+vWj4cOHU506dQzenzYAoJs3b9L+/fvp4MGD9O7dO6LEjwRbZ5UrZR9Hw7txfhVMK2UB0eRTDvlyjvJLPtOWLVvozZs3lDdvXmrUqBE1btyYwsPDc4WBBkC1a9ems2fP0o0bN8jd3d2g/Y0cOZJmz55N7969I6lUKli7hvI71qhRg5KSkujIkSN09epVatiwIb17946WL19O9evXF6wfuVxOlSpVoidPntD169fJ3t5e7za/fv1KRYoUIX9/fzp8+DCJRCIBRvqTrVu3Ups2bcjDw4M2b95MRYsWpYoVK5KNjQ3t3r1bsH6IDHNt09PTydXVlXr37k0JCQmCtKmKt2/fUmhoKJUpU4a2b9+ea557zkWyadMmevr0KXl4eFD9+vUpMTGRtlx4Qi61+qs83uRTVo82NlS4p9IE1SziRbWKehHRz7fHjP/mF3+ifYvH0+3bt+nSpUt05MgRqlatGq1YsYKKFy9OgYGBNHToULp+/TrxeE8yGAzD0JIlS4iIqEOHDgYfS+3atenLly90/Phxg/YjBN+/f6eDBw9S7dq1iYgoLCyMLl26RLGxsdSgQQPq3bs3paWlCdLX9OnT6cSJE/THH38IYpCJiOzt7WnVqlV0/Phxmj59uiBtpqWlUe/evalBgwZUtWpVunjxIhUtWpSIfl7bgwcPUmJioiB9GZJjx47R169fFdfWUACg9u3bK56znDTIAOjatWs0ZMgQCgwMpMjISFq5ciVVq1aNjhw5QhcvXqTbt2/T6tWraXCzWKpV5OfuSta5rVZRL6pZxCuH/or/IEKHc//qyOUstl95gUaLTqPMxENotOi0Ipfv8OHDcHd3h4eHB44ePQrgZ0GE/fv3o127dnB0dAQRoWDBghgxYoTRBT0ywqW1LFmyxKD9sCyLPHnyoEePHoK2a4i0mc2bN4OIFKL9HCzLYvbs2ZBKpShZsqTWspFZuXr1KqRSqcHKBvbt2xdmZma4du2aXu08efIEJUqUgFQqxZw5c7LJkj58+BBEhC1btujVT1YMcW27d+8OX19fg+uYL168OEckPDNy69YtjBgxAgUKFAARwcnJCe3bt8f+/fsVBUGOHDkCDw8PuLu74/DhwwDUz20m1GPKU87FvHr1ChUqVIBIJML48eMzaQSnpqbir7/+QsuWLWFnZwciQmhoKMaMGYN//vnH6GNt3749rK2t9RZ70ESPHj2QJ08eQSdEQ0zcv/32G4oWLary+3PnziFv3rxwcnLC7t27deojOTkZhQsXRuHChbUugahNH6GhoXr1sXv3bjg6OiJv3rxqpTyLFCmC5s2b6zpUpQh9bbkXw549ewrSniru378Pa2trdOjQwaD9KOPevXsYM2YMQkNDFSperVq1wp49ezKpw8nlcowbNw4ikQgVK1Y0mLjPr4bJKOdy0tPTMWTIEBARqlevrlSoICUlBTt27ECzZs1gY2MDIkKxYsUwceLEbCs1Q/Ht2zfky5cPpUuXNmgRc04nXEjxBKEn7rS0NDg4OGDEiBFqf/fx40fEx8eDiDB48GCtz1u/fv0EWcVqgluN9+/fX6vj0tPTMWjQIN6lLocPHw4HBwdBK1YJfW259g4dOiRIe8pIT09H6dKlkS9fPrXVmoTk0aNHmDBhAsLCwkBEsLGxQbNmzbBjxw6lL2MfPnxAtWrVQEQYOnSoQZ/5Xw2TUf6XsGfPHjg5OSFPnjw4c+aMyt8lJSVhy5YtaNiwISwtLUFEiIyMxNSpUw1eevHkyZMQiUQYN26cwfrga/C0QeiJW5sXB7lcjkmTJkEsFqNChQp49eoVrz6OHDkChmEwefJkfYfLi0mTJoFhGIUrRRMvX75E+fLlIRaLMXnyZF7VxQxh8IS+tsOHD4ejo6NBS12OHTsWIpFIoXlvKJ49e4apU6ciMjJSURCnUaNG2Lp1q1oJzzNnziBPnjxwdnY2qvrbr4LJKP+LePbsGUqVKgWJRIIZM2Zo3ML9/v071q9fj7p168Lc3BxEhDJlymDWrFm8J39tGTJkCCQSiUHr1/72228oUqSIYO0JPXHr4nM8duwYPD094ebmptEoffnyBb6+vqhQoYLRilzIZDKUL18evr6+KqthcRw8eBBubm7w8vLC8ePHefdhiJgBoa9t4cKFBd9iz8jFixchkUgwdOhQg7T/8uVLzJo1C2XKlAERwdzcHHXr1sWGDRs0FiNhWRYzZsyARCJB6dKlc6S++q+AySj/y0hNTcXvv/8OIkK9evU0TpAcX79+xerVqxEfHw+pVAqGYVChQgXMnz9f0OotqampKFasGIKDgw0mmK8qiEpXhJy49TEsb9++RZUqVcAwDEaPHq1yddmyZUvY2toapESnOh4/fgxbW1u0atVK6fcymQyjRo0CwzCoUqWKTveV0EFUQl5bQwWjcSQlJaFgwYIIDw8XtODL27dvMW/ePFSoUAEMw0AqlSI+Ph6rV6/mPU9/+fIF9erVAxGhT58+Bt0p+NUxGeV/KX/++Sfs7e2RP39+rf2rnz59wvLlyxEXFwexWAyRSIQqVapg8eLFgojr37p1C+bm5ujVq5febSnj27dvMDc3x4wZMwRpT8iJW98tWJlMhoSEBDAMg9jYWLx79y7T99wLiTErE2Vk5cqVSg3Tu3fvEBsbC4ZhkJCQoPMKXuiYASGv7fTp02Fubm4wP2/Pnj1hYWEhSCbFhw8fsHjxYlSuXBkikQhisRhxcXFYvnw5Pn36pFVbly5dQr58+WBvb48///xT77GZUI/JKP+LyVgucOHChTqtLt6/f49FixYpHl6JRIKqVatixYoV+Pz5s85jmzlzJogIBw4c0LkNdVSvXh0VKlQQpC0hJ26hgpX2798PV1dXeHt74+TJkwB+RuM7OTmhfv36Bk/HUQXLsqhXrx6cnZ0VLpATJ07A29sbrq6uel9voWMGhLy25cuXR40aNQQYVXb2798PIsKsWbN0buPz589YsWIFqlatColEApFIhMqVK2Px4sV4//691u2xLIuFCxfC3Nwc4eHhePjwoc5jM8Efk1H+l5OcnIzOnTuDiPDbb7/p9Rb/5s0bzJs3D+XLlwfDMDAzM0PNmjWxZs0afPv2Tau25HI5KleuDG9vb63fzPmwePFiiEQiQVb2Qk7cQqb1vHjxAlFRUYpgqbi4OHh4eOg0wQrJ+/fv4e7ujmrVqimC1MqVK4eXL18K0r6mdDJtEOravn//HiKRyCC5+B8/foSXlxeqVKnCKyAuI8rcUuXLl8e8efPw5s0bncf0/ft3NGvWDESELl26CFJG0wQ/TEb5P8LatWthbW2N4OBgQba/Xrx4gZkzZ6J06dIgIlhYWKBevXq8AkI4nj9/DgcHBzRt2lTv8WTl9evXYBgGK1eu1LstoSbuR48eCe5zTE9Px8CBA0FEICJs3LhRsLb1YePGjYoxDRw4UNCUGCFjBoS6titWrADDMHoZOlU0adIEDg4OeP78Oa/fJyYmYsOGDZkCOEuXLo2ZM2cK8mJ08+ZNFCxYENbW1li3bp3e7ZnQDpNR/g9x584dFCpUCFZWVvjjjz8Ea/fp06eYMmUKihcvDiKClZUVr9QJAFi3bh2IyCAPd+nSpVG3bl292xFq4p4xY4ZBfI737t2DmZkZzM3N4efnhwsXLgjavracP38efn5+ijHdu3dP0Pa/ffsGMzMzzJw5U++2hLq2derUQZkyZfQeT1a452P9+vVqf5eUlIStW7eiUaNGsLKyypTqqK8qXEZWrVoFKysrhIaG4s6dO4K1a4I/JqP8HyMxMREtW7YEEaF9+/aCR0A/ePAgm8jAb7/9hp07d6pUfNJ2JcCXSZMmwdLSEj9+/NCrHaEm7goVKgjuc0xLS0NkZCQCAwNx69YtREZGwszMDHPnzjW6X5llWcydOxdmZmaIjIzErVu3EBAQgBIlSgguHlG9enVUrFhR73aEuLY/fvyApaWl4Dnhz549U7uTpEwUKCwsDBMmTBDcv5uUlIR27dqBiNCqVSu9nykTumMyyv9BWJbFsmXLYGFhgaJFixpMdvPu3bsYPXo0ChUqBCKCvb29Ujm+jx8/wtvbG5UrV9baZ6apfyLCjh079GpHiImb8zkuXrxYr7FkJSEhAWKxGGfPngXwc6Lu0aMHiAiNGzfW2tevK1+/fkWjRo1AROjZs6ciZefs2bMQi8UYNWqUoP0tWrRIkJgBIa7t9u3bQUSC7gioirlIS0vDnj170KpVK9jb24OIUKhQIYwePVrwHQmOf/75B0WKFIGFhQWWLVtmkD5M8MdklP/DXL16FYGBgbC1tcWmTZsM2tfNmzcxfPhwBAUFZRKuP3DggKKQhr7RpcooWLAg2rZtq1cbQkzcK1euBMMwgur/njt3DmKxGCNHjsz23aZNm2Bra4ugoCCDy2xeu3ZNcR9t3rw52/cjRoyAWCzG+fPnBeuTixnQN/VLiGvbpk0bBAcH6zWOrGTMTkhPT8eBAwfQvn17ODk5gYhQoEABjBgxAjdv3hS036xw91FgYKDB7yMT/DAZ5f84X79+RcOGDUFE6NGjh6CiBMpgWRZXr17F4MGDkS9fPhAR3Nzc0KVLF9SrVw/m5uaCVrQaNGgQXFxc9FK2EmLiFtrnmJiYiMDAQERGRqpMr7p3755ihbN8+XLB+ubgu+OSlpaG4sWLIygoSNBtTyFiBvS9tunp6XB2dsbgwYP1GkdGbt26BTMzM9SvXx9dunSBq6sriAj58uXD4MGDcfXqVYO7JlJSUtC9e3cQERo1amSar3MRJqP8C8CyLObMmQOpVIoSJUoYTQmKZVlcuHAB/fr1g6+vL4gIEokErq6uOHLkiCBb2WfOnAERaSXnmBV9J27O5zhp0iSdx5CVrl27wtLSEnfv3lX7u6SkJLRv3x5EhNatWwtmFBMTE9GqVSsQETp06KAxNuHu3buwtLREt27dBOkfACZOnAgrKyu94iL0vbbHjh0DESncB/ogl8tx5MgRuLq6QiKRgIjg6+uLfv364cKFC0aLEXj8+DEiIyMhlUpzJDbBhHpMRvkX4vz588ibNy8cHR2xa9cuo/Ytl8tx+vRpNG3aVJFKkydPHvTp0wfnzp3TeWKQy+Xw8PBA3759dR6bvhM3V09aKJ/fnj17QESYN28e72OEjJrVNYp/7ty5ICL8/fffevXPwcUM6FNPWN9r26dPH3h6eur8AsmyLM6dO4c+ffrAx8dHce83bdoUp0+fNrpB3LVrFxwdHeHn5yeou8GEcJiM8i/Gp0+fULNmTYPkl/Jl9OjRYBgG9erVg5ubG4gI/v7+GDhwIC5fvqz1RNWxY0fkz59f5wlO34m7TZs2KFiwoE7HZuXDhw/w8PBAXFyc1n8Pl19qY2OjMcVGFevWrVPku2vrz2RZFnFxcfD09BRE1AUAChQooFfMgD7XlmVZ5MuXD506ddL6uEuXLmHgwIHw9/dXuHDq1asHhmEwZswYrceiL2lpaRgwYACICLVq1TKIoI8JYTAZ5V8QlmUxefJkhRLTixcvjNp/xnqxnz9/xsGDB9GxY0c4OzuDiBAYGIhhw4bhxo0bvNrjVpa6BsXoM3HLZDK4uLhg0KBBOvWdEZZlUb9+fTg5OeksAqGrEpNQynAvX76Eo6MjGjRoIMgqcODAgXB1ddU5ZkCfa3vjxg3eK3+WZXH9+nUMHToUgYGBICI4OzujY8eOOHToED5//gx/f3+UKVPG6C/CGZXhpkyZYtquzuWYjPIvzIkTJ+Dl5SWIZrG23L9/H9bW1ujQoYPis7S0NOzduxdt2rSBg4MDiAghISFISEhQuyWbkpICGxsbjB07Vqex6DNxHz9+XDCf4x9//AEiUhrhrA3aahY/fPgQ4eHhMDc3x6JFi/SetDdt2gQiwurVq/VqB/hfzMCJEyd0Ol6faztmzBjY2tqqzL8Hfm71JyQkIDg4GEQEBwcHtGnTBnv37s0UoNeuXTtYW1vjwYMHOv0duqJMQ91E7sZklH9x3r59i5iYGL2r++jC4sWLVeYZp6amYteuXWjevDlsbW1BRChSpAjGjRundGJr2LAhihcvrtM49Jm49fU5cjx58gR2dnZo0aKFXu1kJGN1n23btin9jT7VxtTRvHlz2NnZ6a02pW/MgD7XNiIiAo0aNcr2+f379zF27FgUKVIERARbW1u0aNECu3fvVprdwOU5G0I3WxUymQwjR45UWW3MRO7FZJRNCFIHVxdYlkV8fDxcXV3V9pmcnIxt27ahSZMmConBiIgITJ48WRFJvnbtWhCRTqphuk7cLMsif/78WvscsyKXy1GhQgX4+vryro/Nly9fvqBu3bogylwHNy0tDX369AGRdnW5+fL582fkyZMHFStW1PuFRZ+YAV2v7bNnzzLJwz5+/BiTJk1CeHg4iAjW1tZo0qQJtm3bptZF8ObNG7i6uqJmzZpG2zbOWpfbmC/aJvTHZJRNKDh48CDc3Nzg5eWlV4qRNrx58wYuLi6oVasWr0nrx48f2LRpE+rXrw8LCwsQEUqWLIlx48ZBLBZrFbHMoevErY3PUR1Tp04FwzA4cuSIXu2ogmVZzJgxAxKJBKVLl8bZs2dRunRpSCQSzJw502DG4vDhwyAiTJs2Ta929IkZ0PXazp07FxKJBOPGjUPJkiUVRVnq16+PTZs28Uo9Y1kWNWvWhKurq0EKWSjj+PHj8PT0hJubGw4ePGiUPk0Ii8kom8jEy5cvUb58eYjFYkyaNElQWUxVbNu2DUSEpUuXanXct2/fsHbtWtSqVQtmZmYKn96cOXO0UtbSdeLm43PUxLVr12BmZqZXShdfzpw5A1dXVzAMAxcXF5w5c8bgffbp0wdmZma4fv26zm3oEzOg7bV9/fo15syZo4hpMDMzQ61atbB27VqtJU2XLFkCIsL27du1Hre2yOVyRRnN8uXLC1ZG04TxMRllE9lIT0/HoEGDQESoWbMmPn78aPA+27Ztq1cgzOfPn9G8eXMwDKMo8B4dHY2FCxdq9KfpapSLFy+u1OfIl5SUFBQuXBihoaEGr1ebnp6OoUOHgogUhnnYsGEG39pMTk5GoUKFUKRIEb1eXho2bIjIyEitj+Nzbd+9e4cFCxYgOjoaIpEIEokEDMOgZcuWOm/rP3jwANbW1mjXrp1Ox2vDx48fER8fDyLC4MGDcyTN0YRwmIyyCZXs3r0bjo6OyJs3L86dO2fQvr59+6ZIGdHVUHB+wMWLF2Pp0qWIiYmBWCyGWCxGTEwMli5dqvQFQxej/Pz5cxAR1q5dq9NYAaB///6QSqW4evWqzm3w4dWrV6hYsSJEIhEmTJiA9PR0jB8/XvHiIqRetzKuXLkCqVSKAQMG6NzGmjVrQERap++purYfP35UeY8sWrRI5/gEIHPKn6ELhpw7dw6+vr5wdHTE7t27DdqXCeNgMsom1PLkyROUKFECUqkUs2fPNmiwysmTJyESiTB+/Hid24iIiEDjxo0V/+dWQRUrVgTDMJBKpahevTpWrVqlWAXpYpTnzZsHiUSCz58/6zTOo0ePgmEYQaU5lXH48GG4u7vD09MTR48ezTYGDw8PuLu7G8yfzTFx4kQwDINjx47pdPynT58gkUgwf/58rY7LeG2/fPmCVatWoXr16orVcHR0NBYsWJBpN6VRo0Y6R/IDwLhx4yASiQyagsSyLGbPng2pVIqSJUsaTTrXhOExGWUTGklNTUWvXr1ARGjYsKFBr+3gwYMhkUh0Ts9R5+d99eoVZs+ejbJlyyr8hbVr18a4ceO0NsoxMTGIiYnRaYxfvnyBr68vypUrZ7DtY7lcjrFjx0IkEqFSpUoqA43evHmDSpUqQSQSYdy4cQaLIZDJZChXrhzy5s2r8/1TpUoVxMbGanXMiRMnQESoUKGCIu4gKipKZdyBEDnvEokEQ4YM0el4PmQsMtO7d2+DF5kxYVxMRtkEbzZv3qwo82aoLdfU1FSEhYUhJCREp0IE169f5xUR/fz5c0yfPl0RWUtEqFy5MjZv3qwxsvbz58+QSCSYO3eu1uMDgFatWsHW1haPHz/W6XhNvH//HlWrVgXDMBg+fLhGwy+TyTB8+HAwDIOqVavi/fv3BhnX48ePYWtri9atW+t0PFdURZOfN2OEvrm5OYgIoaGhmD59usYtaS7Sm6+aXEaSkpIQHByMYsWKGcxQXr16FQEBAbCzs8OWLVsM0oeJnMVklE1oxf3791G0aFFYWFhg6dKlBtnOvnnzJszNzdG7d2+tj+X0ijt37sz7mF27doGIULBgQV45qOvWrQMR4dmzZ1qPb8uWLSAirFy5Uutj+XDq1Cn4+PjAxcUFe/fu1erYvXv3wsXFBT4+Pjh9+rRBxrdixQoQEbZu3ar1sVzMgDJd74y57NbW1iAihIeHo2fPnlrtgnTq1EnnnOhevXoJXpqUg2VZLFmyBObm5ggLC8P9+/cF78NE7sBklE1oTVJSEjp27Aii/2vvzuOiLNe4gV8zDMwwgMwIisBICCSLRyRIEfF146iBJpIpRmguRRmRYWZ53HrTk3qOuB5T0VBTj4KVmWueOJYamagZFS65HJfQUFRAlG2e3/tHH+ZlZJZnhsVRr+8/fpzn4Vm4+dzXPPd9P9dFGD16NO7cudPk51i0aBGIyKp3LS3NslV/3vHMmTN62ZrqsmzVz9Zk7ZxjUVER3Nzc8NxzzzX5lxlBEJCRkQGZTIbo6GirFyldvnwZPXr0gEwmw8KFC5vlOhMSEuDm5mbVArP6awZMZX2rC1qWrBdoTPaw//znPyAiLF682OKfNefOnTsYNWoUiAgpKSmNKmXJbB8HZWa1DRs2QKlUolOnTigsLGzSY2u1WvTr1w8ajcbiijaW1sA11nEXFhbq5TVWq9V46aWXoFAo8P7771t0TYIgIDY2Fh4eHk0+PHzr1i0MHToURITJkyfr5Vy2RnV1Nd5++20QERISEqxezGZMcXExPDw8EBcXZ3HQnzVrFhwdHTF69Gjdu8TBwcFG86NbEpStrc198+ZNeHt7IyYmpsnn5AsLCxESEgKlUtkkucSZ7eOgzBrl119/RXBwMJycnBr1epAhly5dgqurK5KSkiz6uZqaGri7u2Pq1Kmi9jfXcdevAOTl5aVLUlJXAUjMYq0VK1aAiLBr1y6L7sWco0ePokOHDlCpVE2epOKLL76ASqWCn5+f1WUtjdm5cyeICCtXrjS7b21tLXJzc5GSkqILxF5eXpg2bRoKCgpMBnZLgvJ7770Hd3d3ixffvfDCC1CpVFaPThizceNGKJVKhISENMuQOLNNHJRZo5WXlyM5ORlEhFdffbVJE2HU5bS2tD7wmDFjEBwcLGpfSzrulJQUeHt745133oGvry+ICB4eHkhNTcWBAwcMPimdPn0aSqXSonlucwRBwEcffQQHBwc8/fTTOH/+fJMdu77z588jIiICDg4OWLFiRZMOZ7/66qtQKpU4c+ZMg21arRbffvstUlNT4eHhASKCr68vpkyZAi8vL9H5xi1p26CgIIwdO9aie6hbX1CXI7sp3Lt3Tzc9NGrUqGaZHmK2i4MyaxKCICAzMxNyuRxPPfVUk5WoEwQBiYmJUKlUFiWOqKvMc/r0abP7iu24tVotPD09MWnSJN21HT58GOnp6fD29tY9wU2cOBF5eXkQBAE1NTXo1q0bAgICmqxzLSsrwwsvvAAiQmpqaqMyZYlRWVmJ119/HUSEpKQkq2st36+8vBwBAQGIjIxETU0NBEFAXl4eJk6cqBuR0Gg0mDRpEn744QfdF4L09HR4eXmJGioW27anTp0yWrHMmMuXL0OlUmHkyJGif8acs2fPIiwsDHK5HKtXr+bax48hDsqsSf3444/w9/dHq1atrFpha0hJSQm8vLzQv39/0XN2FRUVcHR0xD/+8Q+z+4rtuA8fPmx0zlGr1eLQoUNIS0tDu3btQETw8fFBjx49IJVKmyzPdEFBAQIDA+Hs7IwtW7Y0yTHF2rx5M5ydnREUFGTVK0OG5OXlQSKRIDo6Gj4+PiAitGvXDmlpaTh06JDB9q5bMyAmy5zYtp0/fz6USqXoRVRarRYxMTHw9vZusjS0n332GVq1aoWAgAD8+OOPTXJM9vDhoMya3O3btzFs2LAmTW6wb98+EBGWLl0q+mfi4+PRo0cPs/uJ7bjFzjnW1tZi//79eO6553TvQPv7+2Pq1Kk4ceKE1U8/a9euhaOjIzp37oxTp05ZdYzGOnXqFDp37gxHR0erX+sSBAEnTpzA1KlT4efnp/sdDRs2DPv37zf7+62pqYGbm5uoNQNi2zYqKgpDhw4VfQ9LliwBEWHfvn2if8aY+sl5nn/++SYvo8keLhyUWbMQBAFLliyBvb09unfv3uhi9wCQlpYGhUIheqX32rVrIZFIzJbNE9txBwcHi55zrKioQMeOHREREYHdu3fj5ZdfRuvWrUFECAwMxMyZM0Uv3qmoqMC4ceNARBg3bpyosoHNqaKiAmPHjgURYfz48aKfLn/55RfMmDEDgYGBICK0bt0aL7/8Mvbs2YPw8HAEBgaKvrcxY8YgJCTE7H5i2vbq1auQSCSiv2T8+uuvUCgUePPNN0Xtb8rFixcRGRnZImls2cOBgzJrVocPH4aPjw9at27d6JXHFRUVCAoKQnh4uKin7+vXr0MqlWL16tUm9xPTcVs655iamgpHR0e9J9rq6mrs3r0bL730Elq1aqXLNPXBBx8Ynfs+ffq07sl07dq1os7dUrKysuDo6IjQ0FCT1//BBx+gU6dOICK4urripZdewu7du/Ve3Tp58iQUCgXeeOMNUecWu2ZATNtmZmZCKpXixo0bZs9bVVWF8PBwBAUFNfp94V27dqF169bw8fER/foee/RxUGbN7saNG4iLi2uS0nL5+fmQyWSYPn26qP179eqFwYMHm9xHTMc9f/58ODo6inqS27NnD4jIZBrOyspKbN++HUlJSXB2dgYRISwsDHPnzsW5c+cAAFu2bIGzszMCAwMbVY+4OdXNcbu4uCA7OxsAcO7cOcydOxdhYWEgIjg7OyMpKQnbt283uSht2bJlICJRmcjErhkQ07aDBg1C7969zZ4TAKZNmwaZTIajR4+K2t+QmpoaTJ06FUSEQYMGtUhpVPbw4KDMWoRWq8W8efNgZ2eH3r17o6ioyOpjzZ49G1KpVFQqyIULF0Iul5tcMSym4+7Ro4eoOccbN27A09MTAwcOFD0UeffuXXz66acYPnw4HB0dQURo27YtiP6sZ93c5f8aq6ysDM8++6zedTs6OmLEiBH47LPPLFo8NWDAAHh6eop6ao2Pj0d0dLTJfcy1bVlZGeRyORYtWmT2fN999x2kUqnVxSqAP7O69e7dG3Z2dpg/f36zFQBhDy8OyqxFffvtt/D09ISHhwf++9//WnWMmpoadO/eHf7+/mZfzzl37hyIyGTyfnMd97Vr1yCRSMwOHwuCgOeffx5qtRq///672fsw5Oeff4afnx8kEglkMhmICFFRUVi8eLHVx2wuv//+OxYvXoyoqCgQka4cop+fn9XJLq5cuQK1Wo3hw4eb/VKTlZVlds2AubbdunUriMjse97l5eXw8/NDVFSU1SM9ubm5aNu2LTw9Pa0uYckefRyUWYu7du0aYmJiIJVKMXv2bKueFn777TcolUqkpKSY3bdz584YNWqU0e3mOu7Vq1dDKpWaTY+5YcMGEBFycnLMXpMh27dvh0qlQocOHXD06FGUlpZiw4YNGDx4MOzt7SGRSNCrVy8sX77c7OK15nLt2jUsX74cvXr10tWnHjx4MDZs2IDS0lLk5+fD19cXKpUKX375pVXnyM7OBhFh48aNJvcrLi6GVCrFmjVrjO5jrm2Tk5MRGhpq9ppeeeUVODk5WVUIQqvV4oMPPoBUKkVMTAz++OMPi4/BHh8clNkDUVtbi1mzZkEikWDgwIF6RebFWrVqFYgIO3bsMLnfjBkzoFarjeaENtdxi5lzvHjxIlq1aoXk5GRR115fdXU13nnnHRARhg4dajDX9M2bN5GVlYWBAwfCzs5O18FnZmY2W6nFOtevX8eqVat0dZdlMhmeeeYZrF271ui1xsfHg4jwzjvvWJWL+8UXX4Srq6vZVfvm1gyYatvq6mqoVCrMnDnT5Dm2b98OIkJmZqa4i6+nuLgYAwYMgEQiwaxZs5qtfjZ7dHBQZg/UV199BXd3d3h7e+O7776z6GcFQcCgQYPQtm1bk0H96NGjICLk5uYa3G6q4y4vL4dcLsfChQuNHl+r1aJPnz5o3769xcUbLl++jOjoaMhkMmRkZIiah75+/ToyMzN1ow12dnYYOHAgsrKymqx4hKkvAWLme+tXrerZs6dF2diAP4tsaDQa9O3b1+RISkZGhsk1A6ba9uuvvza7luCPP/5AmzZtMHjwYItfVzp06BC8vb3Rpk2bJnmfmT0eOCizB+7KlSu6wLRgwQKLOr+rV6/C3d0d8fHxRn9OEARoNBqj75Wa6rjr6h/XrYg2JCMjA0Rk8Rx53RcSjUZj8ReSOuaGky3RHMPldYHJ3d3d4sCUm5sLIjL5hejs2bMgMl6f2VTbpqWloX379ib/boYMGQJ3d3eL7l8QBCxYsAB2dnZWfSFhjzcOyswm1B/CjY+Pt6hc4+effw4iwscff2x0n9TUVPj4+BjsgE113ObmHAsKCuDg4KDLhy1GbW0tZs6cCYlEgmeeeabJhp+vXLmit/BKLpcjISEBW7ZsMZp3+86dO9i8eTMSEhIgl8ubZWFZcXExBg4cCIlEgpkzZ1o0hJueng65XG4yraepNQPG2lYQBLRv397ke9Fr1qwBEWHbtm2ir7f+0P2UKVMaXUaTPX44KDObcv9iJ7HGjh0LZ2dno0+0dUXoDeUUNtZxV1dXQ61WY8aMGQaPWVlZidDQUHTq1El0Zaxr167p5mbnzJnTbK/EXLx4Ef/85z/RtWtXEBGUSiVGjBiBTz/9FCUlJQ1eweratSsWLFjQJJnXDNFqtbpX2WJiYkQ/ed67dw8hISHo0qWL0Xecp0+fDrVabXBVtLG2PX78OIgIX3/9tcFjnj17Fk5OThg3bpyo6wSgW+SmVqutXuTGGAdlZnMuXLiAp59+Gg4ODli+fLmo4ezS0lL4+voiOjra4JNYdXU1XF1dMWvWrAbbjHXcdcOnxuYcp0yZAnt7e9HFA5ridTBrnDt3DrNnz0aHDh10eaaJCB06dMDs2bNNDs03tdzcXHh4eFj0WtDx48dhb2+Pd9991+D2ujUDhn6nxtp25syZUKlUBp9ka2tr0aNHD3To0EHUO+KCIGD58uVwcHBA165dceHCBVH3xZghHJSZTaqsrMQbb7wBIsLIkSNFdY4HDhyARCLB3LlzDW5PSkpCly5dGnxurOM2Nef47bffQiKRYN68eWavS6vVYu7cuZBKpY1OnGKJqqoq7Nq1C6NHj9al9ezYsSP69euHgIAAk2kvm1P9BBrz5s0TNVowd+5cSCQSgxW6TK0ZMNa2oaGhePHFFw2e68MPP4REIsHBgwfNXldZWRkSExNBREhLS2v2Mprs0cdBmdm07OxsuLi4oGPHjqJSTb777ruwt7fH8ePHG2zLyckBETV4kjHUcQuCAB8fH4NzjqWlpXjiiSfQs2dPs/Oj9VOMTps2rVEpRsWoqanBvn37MH78eKjVar0CGL/88ovevnUFIjp27KhXIGLfvn0tcp1/+9vfdKkmza3orq2tRXR0NHx9fQ32LampqXjiiScafIEy1Lbnz58HEWHr1q0NjnP8+HHIZDK89957Zu/hp59+QseOHeHi4mL1u+mM3Y+DMrN5p0+fRmhoqKiiDFVVVejSpQtCQkIazPOWlZXBwcEBixcv1vvcUMdtas5xzJgxcHFxMZsFqq4Yh5ubG3bv3m3mLq1XVyrytddeQ5s2bUBE8PPzE10q0lApxTZt2uC1114TVUqxMXbv3i26KMP58+fh7OxssFKXsTUDhtp20aJFkMvlDUZf7t69i5CQEISFhZkteJKVlQWFQmGyGAdj1uCgzB4Kd+/exfjx40FEGDt2rMnCED///DPkcjnS09MbbIuNjUWfPn30PjPUcRubc/zss89ARCa/HAiCgMWLF+vKVl66dEnkXYqn1Wpx8OBBpKWloV27diAi+Pj4YPLkycjPz7e6BKAgCMjPz8fkyZPh4+MDIoKnpyfS0tJw6NChZlmYdvHiRXTv3h329vZYsmSJyWvPysoCEeHzzz/X+9zYmgFDbdu7d2/ExcU1OPZbb70FuVzeYEShvoqKCowZMwZEhJdffrnRlaIYux8HZfZQWbduHRwdHdG5c2e9soj3W7hwocEn3VWrVsHOzk5vuNRQx92lS5cGc45Xr16Fm5sbEhISjAaO27dvY9iwYSAiTJo0SVSJSbEEQcDhw4eRnp4OjUYDIoKXlxfeeust5OXlNXktXq1Wi7y8PEycOBFeXl4gImg0GqSnp+Pw4cNNer6qqiqkp6eDiDBs2DDcvn3b4H6CIGDo0KFwd3fH1atX9bYlJSUhLCxM77P72/bGjRuQSqUNsnPVJRIxVZji1KlT+Mtf/gKlUon169dbcZeMmcdBmT10fv75ZwQFBcHZ2RlbtmwxuI9Wq0Xfvn2h0Wj0slwVFRWBiPQ61fs77ro5x/rzhIIgIC4uDh4eHkazhx0/fhz+/v5wdXVt8CRnLUEQcOzYMUyZMgW+vr4gInh4eCA1NRUHDhxosSpDWq0WBw4cQGpqqq4SlK+vL6ZMmYJjx441WYD+/PPP0apVKwQEBBhd1V5cXIy2bdti0KBBeuety5ldf83A/W27bt06SCQSvYB+8+ZNaDQa9OvXz+jvc/PmzXB2dkZQUJDJJ2nGGouDMnsolZeX44UXXgAR4fXXXze46vXixYtwdXVt8MTbvXt3PPfcc7r/399xL168GA4ODnpzjitXrgQRYefOnQ3OIwgCVq1aBblcjqeeegpnz55t1L0JgoCCggJMmzZNt0razc0NKSkpyM3NfeD5k2tra5Gbm4uUlBS4ubmBiBAQEIBp06ahoKCg0QH67NmzeOqppyCXy5GZmWnweDt27AARYdWqVbrPSktL4eDggCVLlug+u79tExISEBUVpXespKQkuLq6GpxmqKysxIQJE0BESEpKMluVjLHG4qDMHlqCIGDFihVwcHBARESEwYVXGzduBBHpPVHPmzcPSqVSNx94f8fdp08fvTnHM2fOQKlU4tVXX21w/PLyciQnJ4OIMGHCBNFJRAwpLCzErFmzEBwcDCKCSqXCuHHjsHfvXpvNDFVdXY29e/di7NixUKlUICIEBwfj/fffR2FhodXHvXfvHl577TUQEUaNGmUwI1lKSgqUSqVe5abY2Fj07dtX9//6bVtRUQFHR0fMnz9ft33z5s0gImzatKnB8c+dO4eIiAg4ODhg5cqVTT49wJghHJTZQ+/YsWPw8/ODq6srvvjiC71tgiBgxIgRUKvVuhzEJ0+eBBHpsi7V77jr5hzrnsBqamoQGRmJgICABk9Jv/76K4KDg+Hk5GSwUxfjt99+w5w5c9C5c2cQEVxcXDBq1Cjs3LmzSeejW0JVVRV27NiB5ORkuLi4gIjQuXNnzJkzx6qShwCwadMmODk5ISQkpEGN5vLycvj7+6N79+66V7hWrlwJOzs7lJSUANBv27pqT3VrEa5cuQKVSoXExMQGAXfbtm1wdXWFn5+fyYIVjDU1DsrskXDr1i0kJCSAiPD222/rPVmWlJTA09MT/fv3180ZBgYGYvz48QD0O+7169frzTnW1cH9/vvv9c73ySefQKlUolOnTjh58qRF13rhwgXMnz8f4eHhICI4OTlh5MiR2LZtW6OetG3JvXv3sG3bNowcORJOTk4gIoSHh2P+/PkWZ7wqLCxEp06doFQqsWHDBr1teXl5urrcwP9fM/DJJ58A0G/bcePGISgoCMCfc+T9+/eHl5eXLoADfz75T5o0CUSEhIQEowvOGGsuHJTZI0MQBCxcuBAymQw9evTA5cuXddv27t0LIsKyZcsA/JlkpE2bNqitrdXruOvPOR45cgR2dnZ6ua/v3r2LV155BUSE0aNHGy30cL/Lly8jIyMD3bp1AxFBoVDg+eefR05OjsnXux4FFRUVyMnJwbBhw6BQKEBEiIyMxMKFC/XayJQ7d+5g9OjRICKkpKTofXmZPn06ZDIZ8vPzAeivGahr2yNHjsDd3V2XFGTp0qUgIr3KVZcuXUJUVBRkMhkWLVrEw9XsgeCgzB45eXl50Gg0cHd3x969e3Wfv/HGG1AoFDh58iTy8vJARDh48KCu4/7uu++gVCoxb948VFRUIDAwEBEREbqn7jNnzqBLly5QKBT4+OOPzXbaRUVFWLp0KaKjo0FEcHBwQHx8PP79738/tguGysrKsGnTJgwZMgQODg4gIkRHR2Pp0qUNXnG6nyAIWLNmDRQKBcLCwnRD4tXV1YiIiEBQUBAqKiowd+5c3ZqBurZdvXo1iAjff/89CgsLoVAokJaWpjv2nj174Obmhvbt2zcYFWGsJXFQZo+k69evIzY2FhKJBNOnT0dtba1eoK2srISHhwcmT56s67gXLVqkm3OsH8ABYOvWrXBxccGTTz6Jn376yeh5//jjD6xYsQJ9+vSBRCKBTCZDXFwc1q9fz0Oh97l9+zbWr1+PuLg4yGQySCQS9OnTBytWrDD62hkAnDhxAk8++SRcXFzw6aefAoBeoK1bM7Bjxw5d2yYnJ6Ndu3a4d+8ewsPDdQG8trYW06dPh0QiQWxsrNl0n4w1Nw7K7JGl1Wrx97//HVKpFH379sXVq1eRn58PmUyGGTNm4JVXXkFAQICuytCQIUMQGBioN9RdVVWFN998E0SE4cOHG/y7LikpwerVq/HXv/4VdnZ2sLOzQ//+/bFmzRq9+UpmXElJCdasWYP+/fuL+h2WlpZi+PDhICJMnDgRVVVVuiHpr776Ch07dsT48eN1QVmj0SAlJUVvqPvq1avo27cvpFIpPvzwwxZ755sxUzgos0fe/v370a5dO7Rr1w7ffPONbvFWRkaGrjBB3StIb775Jjw9PTFgwACcP38e3bp1g729Pf71r3/pDVffvn0b69atQ2xsrO4pr2/fvmaf8ph5xcXFDUYbYmNjsW7dOr3RBkEQsGzZMtjb2yMyMhIXLlzQLd5KS0tD27ZtceTIERD9WaoyIyNDtyis/t/E/v37H9zNMnYfDsrssVD/qWjOnDno1q0b/P394eTkhNTUVF3H3a9fP6jVaqxbtw5qtRq+vr44cuQIAMPzoT179sSyZcvMzocy6xQVFWHZsmXo2bOnbl5+yJAh2LRpky65y5EjR/DEE0+gdevWWL9+PdRqNWJiYkBE+Pjjj0FEcHR0hJ+fHyIjIzF79mxIpVL069cP165de8B3yJg+S2KoBADIjLKyMnJ1daXS0lJq1aqVud0ZazFarZbef/99mjNnDvXq1Yvy84+SR7c4kjz5f6ja3oVw5zrdPrqLYp5U0Y4vv6Rnn32WPvroI8rLy6OcnBzatWsXVVZWUmRkJCUmJtLw4cNJo9E86Nt6bFy5coW2bt1K2dnZ9MMPP5BCoaBBgwZRYmIiRUVF0YQJE2jnzp0UHx9P27d/SW7hA8i7dyKVVBJJ792i8h/3UKiqhg4eOEDTp0+nWbNmkZ2d3YO+Lcb0WBJDOSizR8LevXspOXkUyfukkP2TPQiCliRSO92/FYXfUKyqmKqrqmjHjh109+5dioiI0AViX1/fB30Lj73//e9/lJOTQ9nZ2XT8+HFSKpU0ePBgUigUtHHjJvIcNpVk/t0btG3N2e9p9bhoiouNfdC3wJhBHJTZY2ntfwvo//7nstHt17f/gwLsb1NiYiKNGDGCAgICWvDqmCXOnj1L2dnZlJOTQwUFBaQO60+tnplodP8liWEUH+bdglfImHgclNljKTHze8r/300SDP1FQyA/F9CCWB6afthcuHCB5nx/h27aqUkibTg0LZUQdfVtTdkpUQ/g6hgzz5IYKmuha2Ks2V25dddwQCYikkjpzO/FFBER36LXxJqG94QskrkanisWQHTl1r0WviLGmgcHZfbI0KiVdLW00mBglhJRlwANfXnsWItfF2u8Gd+U0Mnr1SQY2CaVEGnUji1+TYw1Bw7K7JGR1M2Hfrhw0+A2gYhS+oVQOM87PpRSpL/TxOwTBrcJ+LPtGXsUSB/0BTDWVJ4N9aIhXbyI6M+np/r/DuniRc+Gej2gK2ONxW3LHhe80Is9UgQBtKOgiP595BJduXWPNGpHSurmQ8+GepG0rhdnDyVuW/aw4tXXjDHGmI2wJIby8DVjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmIzgoM8YYYzaCgzJjjDFmI2RidgJARERlZWXNejGMMcbYo6YudtbFUlNEBeXy8nIiImrfvn0jLosxxhh7fJWXl5Orq6vJfSQQEboFQaCioiJycXEhiUTSZBfIGGOMPeoAUHl5OXl5eZFUanrWWFRQZowxxljz44VejDHGmI3goMwYY4zZCA7KjDHGmI3goMwYY4zZCA7KjDHGmI3goMwYY4zZCA7KjDHGmI34f6bYnUoN4sONAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# for循环，绘制9幅完全图\n",
    "for num_nodes in range(2,11):\n",
    "    \n",
    "    # 创建完全图对象\n",
    "    G_i = nx.complete_graph(num_nodes) \n",
    "    \n",
    "    # 环形布局\n",
    "    pos_i = nx.circular_layout(G_i)\n",
    "    \n",
    "    # 可视化，请大家试着绘制 3 * 3 子图布局\n",
    "    plt.figure(figsize = (6,6))\n",
    "    nx.draw_networkx(G_i, \n",
    "                     pos = pos_i,\n",
    "                     with_labels = False,\n",
    "                     node_size = 28) \n",
    "    plt.savefig(str(num_nodes) + '_完全图.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
